{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用pdpbox工具包对心脏病数据集进行探索性分析，分析特征与患心脏病之间的先验关系，并分析两两特征之间的相互影响关系。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#导入工具包\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>resting_blood_pressure</th>\n",
       "      <th>serum_cholestoral</th>\n",
       "      <th>maximum_heart_rate</th>\n",
       "      <th>st_depression</th>\n",
       "      <th>number_major_vessels</th>\n",
       "      <th>target</th>\n",
       "      <th>sex_female</th>\n",
       "      <th>sex_male</th>\n",
       "      <th>chest_pain_type_asymptomatic</th>\n",
       "      <th>...</th>\n",
       "      <th>resting_ele_normal</th>\n",
       "      <th>exercise_induced_angina_no</th>\n",
       "      <th>exercise_induced_angina_yes</th>\n",
       "      <th>st_slope_downsloping</th>\n",
       "      <th>st_slope_flat</th>\n",
       "      <th>st_slope_upsloping</th>\n",
       "      <th>thalassemia_fix defect</th>\n",
       "      <th>thalassemia_normal</th>\n",
       "      <th>thalassemia_reversable defect</th>\n",
       "      <th>thalassemia_unkonwn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>63</td>\n",
       "      <td>145</td>\n",
       "      <td>233</td>\n",
       "      <td>150</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "      <td>130</td>\n",
       "      <td>250</td>\n",
       "      <td>187</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>41</td>\n",
       "      <td>130</td>\n",
       "      <td>204</td>\n",
       "      <td>172</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>56</td>\n",
       "      <td>120</td>\n",
       "      <td>236</td>\n",
       "      <td>178</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>57</td>\n",
       "      <td>120</td>\n",
       "      <td>354</td>\n",
       "      <td>163</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   age  resting_blood_pressure  serum_cholestoral  maximum_heart_rate  \\\n",
       "0   63                     145                233                 150   \n",
       "1   37                     130                250                 187   \n",
       "2   41                     130                204                 172   \n",
       "3   56                     120                236                 178   \n",
       "4   57                     120                354                 163   \n",
       "\n",
       "   st_depression  number_major_vessels  target  sex_female  sex_male  \\\n",
       "0            2.3                     0       1           0         1   \n",
       "1            3.5                     0       1           0         1   \n",
       "2            1.4                     0       1           1         0   \n",
       "3            0.8                     0       1           0         1   \n",
       "4            0.6                     0       1           1         0   \n",
       "\n",
       "   chest_pain_type_asymptomatic  ...  resting_ele_normal  \\\n",
       "0                             1  ...                   1   \n",
       "1                             0  ...                   0   \n",
       "2                             0  ...                   1   \n",
       "3                             0  ...                   0   \n",
       "4                             0  ...                   0   \n",
       "\n",
       "   exercise_induced_angina_no  exercise_induced_angina_yes  \\\n",
       "0                           1                            0   \n",
       "1                           1                            0   \n",
       "2                           1                            0   \n",
       "3                           1                            0   \n",
       "4                           0                            1   \n",
       "\n",
       "   st_slope_downsloping  st_slope_flat  st_slope_upsloping  \\\n",
       "0                     0              0                   1   \n",
       "1                     0              0                   1   \n",
       "2                     1              0                   0   \n",
       "3                     1              0                   0   \n",
       "4                     1              0                   0   \n",
       "\n",
       "   thalassemia_fix defect  thalassemia_normal  thalassemia_reversable defect  \\\n",
       "0                       0                   1                              0   \n",
       "1                       1                   0                              0   \n",
       "2                       1                   0                              0   \n",
       "3                       1                   0                              0   \n",
       "4                       1                   0                              0   \n",
       "\n",
       "   thalassemia_unkonwn  \n",
       "0                    0  \n",
       "1                    0  \n",
       "2                    0  \n",
       "3                    0  \n",
       "4                    0  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#导入数据集\n",
    "\n",
    "df = pd.read_csv('processed_heart.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分析单个特征对患心脏病的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#导入pdp工具包\n",
    "\n",
    "from pdpbox import pdp,get_dataset,info_plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "特征：性别\n",
    "\n",
    "该特征统计不同性别下患心脏病的比例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eWJJfv+HAlXEcv7ter/87cHwe9xzgP+I4/kt+XTcHXgJcBnw6vx5vzI+/FfhIHMcL8ta/C4AovzaNOI4/Xa/XZwJHA38GDozj+OE85u2BXwIV4B5gL2CnvPxxwGqgHsfxZfV6fRzZ+386MDm/tu8ia0Ft5rGcB9xH1gJ5UH6Oo3uWN6Qubdd1OGv53AI/JfuhYirZ++Ih4PA4jh/raQkFxpO1or8qP3ZGr+W1fe4PJXufrsmvw8lxHP+u9+suSZKk/jOo7wmt1+s7kH2hvpQsgaiRfVn+HnBMvs9mZMnbD+v1eo0sSds9juPXApcD32kr8sk4jneI4/gbZN0oPxPH8R7ADsAh9Xp9l/ycXwTeFMfxTsACsi/WrEf5PY4Blub7jCFLtA7My3sHWfLb45XAjDiO/wV4H1nS+qq83i9p2++rZAnlLmQJxhZkidm3gFlkX65/xjOdT5a09Dg6X7cHsDWwVxzHO+TX9hN91KNP9Xp9OvDfbXU6DvhpnuA8JY7jU4F/Au+O4/jGfPUEYG/gFcABwOvy9S8APhfH8cvIksRzybq3vgb4DNDMu5yuyw+A/80Tk4+QXcMeXWQ/NOwMnMQzX4Oeer0WOA14QxzHuwEreu8Tx/GZwC+Ar8ZxPD2P80d5AvpGsh8c9smvy5eA9tdkbBzHr4zj+ONk13sVsEtex38CX2jbd3wcx/vk1+qker3+ojiOj8m3/UtPAprHdA/Ze+eB/D3XBcwE3pPXtwp8u16vv5Dsms+L43iv/Fr/kSxRvrGtLqeu/RI/r7oQx/Fq1vK5JWtZ/kMcx3sBLyZL7t+zHjGQl7Wuz+WZZAnprmTJ8oz1LVeSJEnPz6BOQoEPApfFcTwnjuM/krWoHUf2Zfbwer0+iqxV7xdxHM8HDiJr3ZtVr9dvAz4MbN9W3rVtz48CJtXr9U8C55Ali+OB/clatf6R7/eNtmOeq/xnieN4UX7cW+v1+ueAU/Pz9Li9rcXoQLJWr2VxHK/gmd1YDwLen5/3ZrIWvVev69xkrUxd9Xp91zy53hJI8hbLT+XlncXTLU3r681krcdJHs9FZC1N69MV9EdxHK+O43gJWWvblHz9KqCnJXXfPM6/AsRxfBXwGFmC3qc8qdmdPPnIu20nbbusaGv5vK3tvO0istd+dr583nrUp91bya7B9fl1+RKwWb1e7+ni+vu2fQ8iSw5vzfd9G9mPIT2aeT1aZHXfkG6ye5G9Pj/Py74cSIEd8/txL6jX6x+u1+tnkyVlG3Sv7POoS48+P7dxHJ9Nds1OJPssvmoDY1rX5/Ji4Gf1ev07ZN3kn/XjgyRJkvrXoL0nNG9Vew+wPO+SBzAR+A/gLOAWsi+fxwAn5NuHA1+M4/jbeRmjyb549ljU9vx3wO3Ar4FLyFoHA1kyFNr2W932/LnK76seLyBLrs4j++L+4zzuvmJ6rnMf1nNPbL1en0SWWKxVHMdpvV7/LlkL8nLgu/m6t5J17f0yWbLzF+DItRQT8vON6hVLEsfxO9rquQ1ZC9hzWdn2POXp+i6P43hVW/m96zaMrBty+zGQdQeG7NrB2q/f2s7bW/v6VWvZZ22GAz/IWwep1+vDyFqcn8y3L+q170fjOP5Vvu94shbMHkvXM961xXF33spPXv7WwON5d+PjgG+StULOBV7URxlru849NqQuAMRx/FC9Xn/W57Zer3+R7AeE7wG/JXude9d3XfGs9XMZx/Gp9Xr9e2Q/nBwN/CedvV9bkiSpdAZzS+i7ye6p2zqO4+3iON6OrKveeOAwsm6lHwfGxXF8XX7MFcD72rptfpasi+Yz5AncbsDH81FEX0DWgjU8L+NN9Xq9ku/ePuDMepVPlrwMr9frAdiV7H7NzwNXkieg+T1yvf0SOLJer4+u1+sjyL409yRjVwAfq9frIf+S/QuyhLznfCP7KA+yewsPIbtmM/N1bwb+L//SPous5aqveB7P44fsvsEeCbBfvV5/eV6XA8kS+jF9lLGu2NYmAfav1+svzsvfF9iG7B7Zx4Fd8uswgfx6xnG8ELiOp7t7voisZXNDboq+Mq/XC/Llozcw7iuAd9br9a3y5Q/wzNbY3vv+R71eH5Unq+cDZ6zHOVbz3NfzBmB6vV5/AzzVzfg+sntG9wcuiOP4u2T3jx7M0699+2v1OPCqer3eVc9GqP63dZxvQ+rS1+d2f+BrcRz/gKzV9808+/34OPDCer0+Jf9cHdHr/M/6XNbr9RH5D1hj84Gljgd2zD8/kiRJGiCDOQn9IPCV/F4yAOI4ngd8nWzgmF+QDWLTfk/md8gGSrmhXq/fCexIH4lEXs4ZwC31ev3PZPe0XQe8NI7je/Pyr6jX67PI7l1csiHlkw2KcxNwJ9k9d/8g+8J/N9lAM4/Td9fVC8gSrVuB68nuSew590fIBpm5gyzhu4Onuxb+AjijXq8f1UddZ5O1Gt/eNoDSucCMer1+R77tAeBFeQLR7iPAt/LWq1fk9SKO47vIWtMurtfrfwI+BxySdz3u7afAhfVsWpP1kpd/PNl9pn8mu7/w4LzL9UVk1+8+stfimrZDa2TdPf8EfIus+/YS1lMcx3cAp5B1M55FH615z3H8lWT3E/+mXq/fTpa4HxrHcV+J8OfIBtC5lWxk40DWSvdcLgWuqdfrr1pHHI+TDdJzZn4tfkB2f+iDZL0I3p/Hdy3Z69/zXryKLPn/BllCfg1ZK/nvyH6sWJsNqUtfn9vPAmflMf2CrMfAMz4f+Xvif/I4biB7bXv0+bnMW9ZPILtf/Baya/feOI6X1+v1Q+r1+uXrqJMkSZKep0E/Om6n5S1oNbJBctbko2t+vL1r4wCeez9gShzHF+bLZwPLerp3at3yEVJ/ko9G202WrB+QJzCSJEmSOmDQ3hNaoH+Q3cd3R71eX0U2Vcd7O3TuO4GT6/X6KWTdEf9E1iKs9XMv8KN6vb6G7L3/BRNQSZIkqbNsCZUkSZIkdcxgvidUkiRJkjTImIRKkiRJkjrGJFSSJEmS1DEmoZIkSZKkjjEJlSRJkiR1jEmoJEmSJKljTEIlSZIkSR1jEipJkiRJ6hiTUEmSJElSx5iESpIkSZI6xiRUkiRJktQxJqGSJEmSpI4xCZUkSZIkdYxJqCRJkiSpY0xCJUmSJEkdYxIqSZIkSeoYk1BJkiRJUseYhEqSJEmSOsYkVJIkSZLUMSahkiRJkqSOMQmVJEmSJHWMSagkSZIkqWNMQiVJkiRJHWMSKkmSJEnqGJNQSZIkSVLHmIRKkiRJkjrGJFSSJEmS1DEmoZIkSZKkjjEJlSRJkiR1jEmoJEmSJKljTEIlSZIkSR1jEipJkiRJ6hiTUEmSJElSx5iESpIkSZI6xiRUkiRJktQxJqGSJEmSpI4xCZUkSZIkdYxJqCRJkiSpY0xCJUmSJEkdYxIqSZIkSeoYk1BJkiRJUseYhEqSJEmSOsYkVJIkSZLUMSahkiRJkqSOMQmVJEmSJHWMSagkSZIkqWNMQiVJkiRJHWMSKkmSJEnqGJNQSZIkSVLHmIRKkiRJkjrGJFSSJEmS1DEmoZIkSZKkjjEJlSRJkiR1jEmoJEmSJKljTEIlSZIkSR1jEipJkiRJ6hiTUEmSJElSx5iESpIkSZI6xiRUkiRJktQxJqGSJEmSpI4xCZUkSZIkdYxJqCRJkiSpY0xCJUmSJEkdYxIqSZIkSeoYk1CphEII2xQdgySp3PxbJJWXSahUTmOLDkCSVHr+LZJKKqRpWnQMkjoshNCVpumyouOQJJWXf4uk8rIlVCqnbYsOQJJUev4tkkrKJFQqpyVFByBJKj3/FkklZRIqldPiogOQJJWef4ukkjIJlcppy6IDkCSVnn+LpJJyYCKphEII3Wmazi86DknS4HbMrz8xe+WaVVM7ec6Rw0Y8OvMtX5jWyXNK6l8jig5AUiEmASahkqSNsnLNqqkXHnhWR8955OUndTTpldT/7I4rlVNX0QFIkiSpnExCpXJ6qOgAJEmSVE52x5UGiUq11m83cG99yHuoVGv9VRytZiP0W2GSJEka0kxCJUmS1K/mLJ3HuX/6X+YvX0gIgX/ZZk/e8qJ9WLRiCd+89Qc8vvRJthyzGR/e+T2MGzmW61q38Mu/Xv3U8Q8vfITPv/4Etp1YKa4SkgaMSagkSZL61bAwjHe94mBe1P0Clq5axqd//zVevcV0fteaxQ5bTOeQl+zLLx64iv974CqOePlBvK6yM6+r7AzAwwse4Ss3zzQBlTZCFEXDgHOA1wDLgfclSXJ/vm0acHHb7q8FPpEkyblRFN3K04NX/i1JkmMGIj6TUEmSJPWrzbomslnXRADGjOhi6/FTmbtsATc/eien7vFBAPap7MrpN36bI15+0DOOvf6RW9lr6506HrM0xLwN6EqSZK8oivYEvgxUAZIkmQ3MAIiiaC/gdOD8KIq68u0zBjo4ByaSJEnSgHl8yVweWtDiJZNeyILlC59KTjfrmsiC5Yuetf+Nj/yJvbZ+bafDlIaa1wO/BkiS5AZg1947RFEUgG8AH0ySZDVZq+nYKIqujKLoqjx5HRC2hEqSJGlALFu1nLNv+T5H7lBl7Mjnnh3s/nkPMWrYSLaZsFUHopMGt5kzZx4HHNe26rxjjjnmvPz5RJ45J/zqKIpGJEmyqm3dwcCdSZLcky8vAc4CvgNMB34VRdH2vY7pFyah0hAwY6dX89ljj2TYsGH872+u4Vs/uewZ2z/wrwdy6Bv2AmD48OFMf8HW7Fj7EPMWLeaG877MoqXLWLNmDavWrOHA/4wBmDR+HN8++UNsM2ULHn7sCT7wpW8yf/GSjtdNkrTpOfLyk057rn1WrVnN2bd8n7233pndpr0agImjJ/DksgVs1jWRJ5ctYOLo8c845oZ/3rZeXXF7zn/hgWc9ZxzSUJUnnOetZfMCYELb8rA+kskjgbPblu8F7k+SJAXujaJoDrAV8HA/hfwUk1BpkBs2LHD6+2u8M/4Sj8yZy+Vn1bnyplu47+F/PrXPuT+7nHN/djkAb97ttRx7yFuYt2jxU9sP+9QZPLnwmV2iPvT2g/j97XfxrZ9cxofefhAfevtB/Hfjks5USpI0qKVpynfuuIStx0/lwBe/8an1O0/ZgWtbszjkJftybWsWu0x95VPb1qRruHH27Xx6z+OLCFkaaq4ja+m8JO9We0cf++wCXN+2/F7g1cDxURRtTdaa+shABOc9odIgt9P0l/Dg7Mf4+6OPs3LVaprX3sD+u++81v2r++zFz393w3OWu/8eO3PpVdcCcOlV1/KWPXfpt5glSUPbvU8+yO9bN3PXnPv55LVf4ZPXfoXbHrubg1+yL39+4l7+8+ov8Ocn7uXgF+/71DF/mftXNu/qZsrYyQVGLg0ZPwOWRVF0PfBV4GNRFL0riqLjAKIo2hJYmLd69vguMCmKot8DPwLeOxBdccGWUGnQmzZ5M/75xJynlh+ZM5edXvaSPvftGjWKGTu/mk+d13hqXQr8b/0U0jTlwit+y0VXXg3AFt0TeezJ7FaCx56cz+TuiQNWB0nS0LL95i/iwgPP6nPbJ/f4QJ/rd5j8Uup7f2Qgw5JKI0mSNUDvD9tf2rY/TjY1S/sxK4B3DXx0JqHSoBf6WJemfawE9tt9J2bdfd8zuuK+7ROf49G585jcPYGL6x/n/n88wo133dN3AZIkSdJGsjuuNMg9MudJtt7i6a5LW03enEfnPtnnvofsswc/v/aZXXEfnTsPgDnzF/KrG27mtS97MQBPzF/AlM26AZiyWTdz5i8YiPAlSZJUMiah0iB3231/5UVbTWWbKVswcsRwqvvsyZU33fqs/SaMHcOer3w5V9x481PrxowexbgxXU89f+NOr+Keh/4BwJU33cph++4DwGH77sMVN97SgdpIkiRpqLM7rjTIrV6zhk+d1+CHp53CsGGBHyW/496HW7znLf8CwA9+/VsADthzF353259ZunzFU8duOamb7/7XRwEYPnwYP//dH7j61mzwtG/95DLOPflDvPNNb6D1+Bze/6VvdrhmkiRJGooGJAmNomgk8D1gO2A08HngLuACsnFQ/gx8KEmSNVEUHQu8H1gFfD5Jksv6KlPS2l118+1cdfMpz1jXk3z2uOSq38ho3SoAACAASURBVHPJVb9/xrq/P/o4bz7hU32W+eTCRbzjM1/s30AlSZJUegPVHfdIYE6SJPsABwDfBL4CfCpfF4BqFEXTgI8ArwP2B86Iomj0AMUkSZIkSSrYQHXHvRT4cdvyKrLJUK/Jl38F7AesBq5LkmQ5sDyKovuBHYE/DlBckiRJ6icjh41YfOTlJ43r9DlXrhmQqQsldciAJKFJkiwCiKJoAlky+ingrLbJUBcC3cBEYH7boT3rn2XmzJnHAccBzJs376ITTzzxcuARYDIwCngI2BZYQJb0bg60gKlkLb4tYBtgXl7kJOBhoAKsAR7Nn88luy4T28pcAcwBtgKeALqA8W3bl+XlTgMeB8YBY9u2LwEWA1sCs/Nzd7VtX5SXsYV1sk5rq9PWh7yHTVUIYXt8nayTdbJO1qk0ddrvzCMmjZvavXT+w3Nmjp/SvWTl0hUjli9cOmry9Gnz59w3u3tk16hVYyaPX7agNXf8hGndS5YvXDZyxeLlI3u2jxo3euXyRctHhgATK5svWjpnUdfKZStG9GwfPWHMipFjRq1a9Nj8sd3bTF60+NH5Y1atWDV88vRp8x+576Huru6x44ePHL4m//vj62SdSlmnNE0H7Zx6IV3bhIIbKYqibYCfAeckSfK9KIr+kSTJC/JtVeDNwJXAW5IkOT5f/zPg9CRJZg1IUNIgVqnWBubD2g9azUZf05VKkoaoIy8/6bSNLWPe3+eMm/TCyYufe8+1u/DAszY6DkmdNyD3hEZRNJUswfx4kiTfy1ffGkXRjPz5AcC1wE3APlEUdUVR1A28gmzQIkmDSKVam1B0DJKkwWXp3EVdRccgqRgDdU/oJ4HNgE9HUfTpfN1Hga9HUTQKuBv4cZIkq6Mo+jpZQjoMODVJkmUDFJM0qPVna2MIYWyapks2tpxKtdYFfAO4sVKt/Wur2Ri03UIkSZ21+YunLCg6BknFGLDuuJI2XSGE6Wma3tdf5VWqtWOB04HjWs3Gz/urXEnSpqk/uuM+evvfN5+64wvnbkwZdseVBqeBmqJF0qZtTX8W1mo2zgcOAr5eqdZOr1Rrw/uzfEnS0BOGDbMlRCopk1CpnB7t7wJbzcZNwK7AXsDllWptcn+fQ5I0dEyobLZRgxJJGrxMQqVyqgxEoa1m4zGyOYBvB2ZVqrWdB+I8kqTBb95DTzionVRSJqFSOW3UPTjr0mo2VrWajZOBjwNXVKq1owbqXJKkwWvcFhOWFh2DpGKYhErlNFAjYz+l1WxcAswAPlmp1s6pVGujBvqckqTBY/XK1X4PlUrKD79UThM7cZJWs3EnsDuwNXB1pVobkG7AkqTBZ9n8JaOLjkFSMUxCpXJ6qFMnajUb84FDgV8CN1WqtTd06tySpE3X5OnT5hcdg6RimIRK5bRtJ0/WajbWtJqN04H3ApdWqrUTKtVa6GQMkqRNy5z7ZncXHYOkYpiESuW0ooiTtpqNK4A9gaOAiyrV2rgi4pAkFW/EqBGri45BUjFMQqVymlPUiVvNxt+AvYGVwB8q1dpLi4pFklSccVO7HR1XKimTUKmctiry5K1mYylwNHAucH2lWntrkfFIkjpv/sNzxhcdg6RimIRK5fRE0QG0mo201WycA7wN+J9KtRZXqjX/T5Kkkhg/pXtJ0TFIKoZf+KRy6io6gB6tZuN6YFfgTcAvKtXaZgWHJEnqgJVLVwz4nNWSNk0moVI5bVJdoFrNxmxgX+AB4I+Vam3HgkOSJA2w5QuXjio6BknFMAmVyqlj84Sur1azsbLVbHwUiIGkUq29q+iYJEkDx3lCpfIyCZXKqaPzhG6IVrNxERABn6tUa1+rVGsji45JktT/nCdUKi+TUKmclhUdwLq0mo3bye4TnU7WKjqt4JAkSf1sZNeoVUXHIKkYJqFSOc0rOoDn0mo2ngQOBq4CZlWqtb0LDkmS1I/GTB6/Sf8gKmngmIRK5TQoWhZbzcaaVrNxGvAB4OeVau34SrUWCg5LktQPFrTmblKD5EnqHJNQqZweLzqADdFqNi4D9gY+CFxQqdbGFBySJGkjTZjmPKFSWZmESuU0rugANlSr2bgf2BMYCVxXqdZeVHBIkqSNsHzhMgeek0rKJFQqp7FFB/B8tJqNxcC7gQZwQ6Va26/gkCRJz9OKxctNQqWSMgmVymmTmyd0fbWajbTVbHwNOJysa+6plWrN/8skaZBxnlCpvPziJpXTJjtP6PpqNRvXALsBBwE/rVRrzjcnSYOI84RK5WUSKpXTkBgMotVstIAZwD+BmyrV2g7FRiRJWl+jxo1eWXQMkophEiqV0+KiA+gvrWZjeavZOB44A7imUq0dVnRMkqTnNnpCl0moVFImoVI5bVl0AP2t1WxcAOwPfKlSrZ1ZqdZGFBySJGkdFs6ePygHyZO08UxCpXKaXXQAA6HVbNwC7Aq8BriyUq1NKTgkSdJaTKxsvqjoGCQVwyRUKqdJRQcwUFrNxhzgAOAGYFalWtu94JAkSX1YOmdRV9ExSCqGSahUTkP6D3+r2VjdajY+CXwUuKxSrR1bdEySpGdauWyFt01IJWUSKpXToJ0ndEO0mo2fAfsAH6tUa+dXqrUhnXxL0mDiPKFSeZmESuU06OcJXV+tZuMeYA+yLsi/q1Rr2xQckiQJ5wmVyswkVCqnUg0G0Wo2FgKHA5eSzSe6b8EhSVLpjZ4wZkXRMUgqhkmoVE7Lig6g01rNRtpqNs4EjgR+WKnWTq5Ua6HouCSprEaOGbWq6BgkFWNAbwiPomgP4ItJksyIouhiYFq+aTvghiRJjoii6OvA64CF+bZqkiTeIyANrC2AOUUHUYRWs5HkI+b+BNi9Uq29N28plSR10KLH5o+dsPWkpUXHIanzBiwJjaLoFOA9wGKAJEmOyNdvBvwW+Fi+687A/kmSPDFQsUh6lkeKDqBIrWbj75VqbR/gG8CNlWrtX/N7RyVJHdK9zeRS3RoidVIURcOAc8jmTl8OvC9JkvvzbdOAi9t2fy3wCeC8tR3T3wayO+4DwKF9rK8D30iS5JH84kwHzoui6Looit47gPFIetrkogMoWqvZWNZqNo4FvgpcW6nW3lZ0TJJUJosfnT+m6BikIextQFeSJHuRJZhf7tmQJMnsJElmJEkyA/gv4Bbg/HUd098GrCU0SZKfRFG0Xfu6KIqmABFPt4KOI2uJ+AowHPhtFEWzkiS5vXd5M2fOPA44DmDevHkXnXjiiZeTteZMBkaRTTmxLbAAWAVsDrSAqWTJdgvYBpiXFzkJeBioAGuAR/Pnc8muy8S2MleQdV3cCniCbI7F8W3bl+XlTgMez+s1tm37ErIW4S2B2fm5u9q2L8rL2MI6WacO1WlUCGH7IVan5/s6XTVp59d/cExlu29MffOh+8+57orPrl66ZM0gr9NQfJ2sk3WyTptQnfY784hJ46Z2L53/8Jzx46d0L1m5dMWI5QuXjpo8fdr8OffN7h7ZNWrVmMnjly1ozR0/YVr3kuULl41csXj5yJ7to8aNXrnosQVjV61YNXxiZfNFS+cs6lq5bMWInu2jJ4xZMXLMqFWLHps/tnubyYsWPzp/zKoVq4b3bO/qHrt8+Mjha/K/Zb5O1qmUdUrTdF29uF4P/BogSZIboijatfcOURQFslzs3UmSrI6i6DmP6S8hTdOBKps8Cb04SZI98+Xjgc2SJDk9Xx4OjE2SZGG+/CXgjiRJfjBgQUkihNCVpmnpBidal0q1NoWsa8pK4F2tZqOU98xK0vo48vKTTtvYMlYsXj5i1LjRGzU40YUHnrXRcUiDVXsjXe68Y4455jyAKIq+A/wkSZJf5ct/B16cJMlTn7koig4B3p4kyVHre0x/GdCBifrwJuDzbcsvAy6Oomhnsl8QXg98v8MxSWW0LeA9kG1azcZjlWptP+AMYFalWnt7q9m4pei4JGmomnPf7O6tXrutP/hJz1OecJ63ls0LgAlty8P6SCaPBM7ewGP6RaenaNke+GvPQpIkdwMXATcA1wCNJEnu7HBMUhktKDqATVGr2VjVajZOBk4BrqhUa0cVHZMkDVVd3WOXFx2DNIRdBxwIEEXRnsAdfeyzC3D9Bh7TLwa0O66kTVMIYcs0TR8vOo5NWaVaeyXwUyABTmg1G06qLkm5/uiOu+Afc8dOfMHmSzamDLvjSn1rGx13RyAAx5DNSjI+SZLzoijaEvhNkiSvXdcxSZL8ZSDiMwmVSiiEsP1z3MwuoFKtdZPdIjAFOKzVbLQKDkmSNgn9kYQ+cttDkze2O65JqDQ4dbo7rqRNg8nUemg1G/PJppr6JfDHSrX2hoJDkqQhY9K2WywsOgZJxTAJlcppatEBDBatZmNNq9k4nawby6WVau2ESrUWio5Lkga7ha0nxxUdg6RimIRK5eRnfwO1mo0rgD2Bo4CLKtWaX54kaSOka9b4g55UUn4RlcrJ7rjPQ6vZ+BuwN9lcon+oVGsvLTgkSRq0Jm23pd1xpZIyCZXKaZuiAxisWs3GUuBo4Fzg+kq19tZiI5KkwWnuXx+bWHQMkophEiqV07yiAxjMWs1G2mo2zgHeBvxPpVo7rVKt+f+pJG2AMZuPX1Z0DJKK4ZcmSXqeWs3G9cCuQAT8X6Va26zgkCRJkjZ5JqFSOU0qOoChotVszAb2Be4jm8Zlx4JDkqRBYencRV1FxyCpGCahUjk9XHQAQ0mr2VjZajZOAD4DJJVq7V1FxyRJm7rNXzxlQdExSCqGSahUTpWiAxiKWs3GD8m65n6uUq19rVKtjSw6JknaVM178PEJRccgqRgmoVI5rSk6gKGq1WzcTnaf6HSyVtFpBYckSZukMGxYWnQMkophEiqV06NFBzCUtZqNJ4GDgauAWZVqbe+CQ5KkTc6EymaLi45BUjFMQqVysjvuAGs1G2tazcZpwAeAn1eqteMr1VooOCxJ2mTMe+gJu+NKJWUSKpXT3KIDKItWs3EZsDdZMnpBpVobU3BIkrRJGLfFhKVFxyCpGCahUjmNKDqAMmk1G/cDewEjgesq1dqLCg5Jkgq3euVqv4dKJeWHXyqniUUHUDatZmMx8G6gAdxQqdb2LzgkSSrUsvlLRhcdg6RimIRK5fRQ0QGUUavZSFvNxteAw4GZlWrt1Eq15v/Dkkpp8vRp84uOQVIx/PIjldO2RQdQZq1m4xpgN+Ag4KeVaq274JAkqePm3Dfb//ukkjIJlcppRdEBlF2r2WgBbwRawE2Vam2HgkOSpI4aMWrE6qJjkFQMk1CpnOYUHYCg1WysaDUbHwLOAK6pVGuHFR2TJHXKuKndjo4rlZRJqFROWxUdgJ7WajYuAPYHvlSp1s6sVGuOXixpyJv/8JzxRccgqRgmoVI5PVF0AHqmVrNxC7Ar8Brgykq1NqXgkCRpQI2f0r2k6BgkFcMkVCqnrqID0LO1mo05wAHAH4BZlWpt94JDkqQBs3LpCnt9SCVlEiqVk12gNlGtZmN1q9k4FfgIcFmlWju26JgkaSAsX7h0VNExSCqGSahUTs4TuolrNRs/B/YBPlap1s6vVGu2XksaUpwnVCovk1CpnJwndBBoNRv3AHsAk4BrK9XaCwsOSZL6jfOESuVlEiqV07KiA9D6aTUbC4HDgUvI5hONCg5JkvrFyK5Rq4qOQVIxTEKlcppXdABaf61mI201G2cC7wYurFRrJ1eqtVB0XJK0McZMHu8PolJJmYRK5TSt6AC04VrNRkLWPfcw4JJKtTah4JAk6Xlb0JrrIHlSSZmESuX0eNEB6PlpNRt/B95A1pp9Y6Va277gkCTpeZkwzXlCpbIyCZXKaVzRAej5azUby1rNxrHAV8kGLHpb0TFJ0oZavnDZyKJjkFQMk1CpnMYWHYA2XqvZOB84CPh6pVr770q1NrzomCRpfa1YvNwkVCopk1CpnJwndIhoNRs3AbsCewK/qlRrkwsOSZLWi/OESuU1oEloFEV7RFF0df585yiKWlEUXZ0/3pGvPzaKollRFN0QRdFBAxmPpKc4T+gQ0mo2HgP2A/4EzKpUazsXHJIkPSfnCZXKa8RAFRxF0SnAe4DF+aqdga8kSfLltn2mAR8h+xW/C/h9FEW/SZJk+UDFJQkAB4MYYlrNxirg5Eq1dhNwRaVaO6nVbHy/6LgkaW1GjRu9sugYJBVjwJJQ4AHgUOAH+fIuwPZRFFWB+4ATgN2B6/Kkc3kURfcDOwJ/HMC4JD3945CGmFazcWmlWrsL+GmlWtsDOKHVbKwoOi5J6m30hC6TUKmkBiwJTZLkJ1EUbde26ibgO0mS3BxF0alADNwGtN8PsBDos2vGzJkzjwOOA5g3b95FJ5544uXAI8BkYBTZPW7bAguAVcDmQAuYStbtuAVsQzatAcAk4GGgAqwBHs2fzyW7LhPbylwBzAG2Ap4ga7Ud37Z9WV7uNLKpL8aRDfzSs30J2Zf+LYHZ+bm72rYvysvYwjpZpw7VaVQIYcshVqeh+Do93zotGz21csTmu834bLpmzQ3dr97tmAV/ntVT7mCt01B8nayTdRq0ddrvzCMmjZvavXT+w3PGj5/SvWTl0hUjli9cOmry9Gnz59w3u3tk16hVYyaPX7agNXf8hGndS5YvXDZyxeLlI3u2jxo3euWC1pPjF86eP3ZiZfNFS+cs6lq5bMWInu2jJ4xZMXLMqFWLHps/tnubyYsWPzp/zKoVq4b3bO/qHrt8+Mjha0II2/s6Waey1ilN03sYpEKapgNWeJ6EXpwkyZ5RFE1KkmRevn4H4BvA2cBbkiQ5Pl//M+D0JElmDVhQkgghdKdp6oAQQ1ylWhsG/BfwIeCIVrPxu4JDkjREHHn5SadtbBmLH184etyWEzbqFqwLDzxro+OQ1HmdHB33iiiKds+fR8DNZK2j+0RR1BVFUTfwCuDPHYxJKqtJRQeggddqNta0mo3TgWOASyvV2gmVai0UHZckASyds6ir6BgkFaOTSegHga/lo+W+Dvh8kiSzga8D1wJXAacmSbKsgzFJZeUf/hJpNRtXkE3hchRwUaVaG1dwSJLEymUrBnJsEkmbsAHtjitp0xRC6ErT1B98SqZSrY0BzgV2Ag5tNRv3FxySpEGqP7rjrli8fMSocaNXbUwZdseVBqdOtoRK2nQ4T2gJtZqNpcDRZIno9ZVqzbmZJRXGeUKl8jIJlcppUdEBqBitZiNtNRvnAG8Dzq1Ua6flAxhJUkeNnjDG6aOkkvKLh1ROdsUtuVazcT2wK7Av8H+Vam2zgkOSVDIjx4zaqK64kgYvk1CpnLYoOgAVr9VszCYbrfw+4I+Vam3HgkOSVCKLHps/tugYJBXDJFQqp0eKDkCbhlazsbLVbJwAfAZIKtXau4qOSVI5dG8z2VtDpJIyCZXKaXLRAWjT0mo2fkjWKvq5SrV2dqVaG1l0TJKGtsWPzh9TdAySiuH8TFI5jSo6AG16Ws3G7ZVqbVfgQrJW0cPzLruS1O9WrVg1vOgYpKEqiqJhwDnAa4DlwPuSJLm/bftuwFeAAMwGjkySZFkURbcC8/Pd/pYkyTEDEZ8toVI5PVR0ANo0tZqNJ4GDgauAWZVqbe+CQ5I0RE2ePm3+c+8l6Xl6G9CVJMlewCeAL/dsiKIoAOcDxyRJ8nrg18C2URR1ASRJMiN/DEgCCraESmW1LXBP0UFo09RqNtYAp1WqtVnAzyvV2mnAt1vNRlpsZJKGkjn3ze7e6rXbzik6Dmmwmjlz5nHAcW2rzjvmmGPOy5/3JJckSXJDFEW7tu33MmAOcEIURa8GfpkkyT1RFO0BjI2i6EqyPPGTSZLcMBCxm4RK5bSg6AC06Ws1G5flLaE/BfaoVGsfaDUbS4uOS9LQ0NU9dnnRMUiDWZ5wnreWzRN5ulstwOooikYkSbKKbJaEvYEPk42Qf1kURTcDjwFnAd8BpgO/iqJo+/yYfmV3XKmcnJtN66XVbNwP7AWMBK6rVGsvKjgkSUPE8JHD1xQdgzSELQAmtC0Pa0sm5wD3J0lyV5IkK8laTHcB7gUuTJIkTZLk3ny/rQYiOJNQqZw2LzoADR6tZmMx8G6gAdxQqdb2LzgkSUPA4icWOjquNHCuAw4EiKJoT+COtm1/BcZHUfTSfHkf4E7gveT3jkZRtDVZa+qATOsX0tRbfKSyCSGMT9PU+dm0wSrV2huAi4FvAWfk949KKpkjLz/ptI0tY+mTi0eN2Wzcio0p48IDz9roOKShqG103B3JRsA9BtgZGJ8kyXlRFO0LfCHfdn2SJB+NomgUcAHwQiAFPp4kyfUDEZ9JqFRCIYSXpGn6QNFxaHCqVGsV4MfAo8BRrWbDES6lkumPJPSxP/9jsymvesGTG1OGSag0ONkdVyonP/t63lrNRgt4I9ACbqpUazsUHJKkQShdsyYUHYOkYvhFVCqnVtEBaHBrNRsrWs3Gh4AzgGsq1dphRcckaXCZtN2WC4uOQVIxTEKlctqm6AA0NLSajQuA/YEvVaq1MyvVmlN/SVovc//62MSiY5BUDJNQqZzmFR2Aho5Ws3ELsCvwGuDKSrU2peCQJA0CYzYfv6zoGCQVwyRUkrTRWs3GHOAA4A/ArEq1tnvBIUmSpE2USahUTpOKDkBDT6vZWN1qNk4FPgJcVqnWji06JkmbrqVzF3UVHYOkYpiESuX0cNEBaOhqNRs/J5v4+mOVau07lWrNL5qSnmXzF09ZUHQMkophEiqVU6XoADS0tZqNe4A9gG7g2kq19sKCQ5K0iZn34OMTio5BUjFMQqVyWlN0ABr6Ws3GQuBw4BKy+USjgkOStAkJw4alRccgqRgmoVI5PVp0ACqHVrORtpqNM4F3AxdWqrWTK9WaE9RLYkJls8VFxyCpGCahUjnZHVcd1Wo2ErLuuYcBl1SqNbvhSSU376En/H9AKimTUKmc5hYdgMqn1Wz8HXgD2Ty1N1aqte0LDklSgcZtMWFp0TFIKoZJqFROI4oOQOXUajaWtZqNY4GvAr+vVGv/WnRMkoqxeuVqv4dKJeWHXyqniUUHoHJrNRvnA28Fzq5Ua/9dqdaGFx2TpM5aNn/J6KJjkPT8hRBetz7r+mISKpXTQ0UHILWajZuAXYE9gV9VqrXJBYckqYMmT582v+gYJG2Ub6znumcxCZXKaduiA5AAWs3GY8B+wG3ArEq1tnPBIUnqkDn3ze4uOgZJGy6EsFcI4T+BLUMIJ7Y9TgPWq2eTSahUTiuKDkDq0Wo2VrWajVOAU4ArKtXaUUXHJGngjRg1YnXRMUh6XkYB48nGGJnQ9lgA/Nv6FODgJFI5zSk6AKm3VrNxaaVauwv4aaVa2wM4odVs+IOJNESNm9rt6LjSIJSm6TXANSGEC9I0fSiEMC5N0w2a99eWUKmctio6AKkvrWbjTmB3YGvgmkq15py20hA1/+E544uOQdJG2TqEcBdwN0AI4TUhhHPW50CTUKmcnig6AGltWs3GfOBQ4P+AP1aqtTcUHJKkATB+SveSomOQtFG+BuxP3sMuTdM/kc0H/pwGtDtuFEV7AF9MkmRGFEWvJRstaTWwHKglSfJoFEVfB14HLMwPqyZJ4mhp0sDqKjoAaV1azcYa4L8r1drNwKWVau0M4OxWs5EWHJqkfrJy6QpvC5MGuTRNHw4htK9ar3u9B6wlNIqiU4Dv8PSX3bOBDydJMgP4KfDxfP3OwP5JkszIHyag0sCzC5QGhVazcQXZFC5HARdVqrVxBYckqZ8sX7h0VNExSNooD4cQ9gbSEMKoEMJJ5F1zn8tA/gL1AFl3qh/ky0ckSfJI23mXRVE0DJgOnBdF0VTgu0mSfK+vwmbOnHkccBzAvHnzLjrxxBMvBx4BJpON0PQQ2bQTC4BVwOZAC5hKlmy3gG2AeXmRk/5/e/ceX0dV7338s9ImTdqkaZtCW4YKKAjeuEi5iogsD3oqPIMo6IE6UpR6QREROXrQR/BR1ENB0SMcC1ocQQU8wohcdXG4aEUoUFGQWgQrjg2laZsmaa7Nev7YOxqwNLu57MnOfN+v136x9569Jt9paH/5ZdbMAp4FAqAfeK74fGMx3/RB++yhcJp5HoVpjLUUfogf2N5V3O9c4HlgGjB10PatQAewC9Bc/Nq1g7a3F/cxW8ekYyrTMTUbY/adYMc0Eb9POqbiMVXPaDpt1mHHfrGqZsoD01910LltT656rNKPaSJ+n3RM+Tmm4y55z4xpcxo7W59tqa/ftXFrb2fP5O62zpqmfea2tqxpbqyuremra6rv2pJurG+Y27i1u62ruqeju3pge820Kb21jVO7161a2zQ9mNXe2dJe29vVM3lg+5SGup7qupq+9vWtUxvnN7V3PNda19fTN2lge23j1O5J1ZP6i7VM3ycdUy6PyXu/mmx9iMKJxgD4K3AXcFYpA433YzezyVq7J/Aj59zhg947EvgOhfnCXcDHgcsorCnzv8AZzrnH/nlvIjJajDH7joN/uER2ShBGBvgwcCFwRprEP8s2kUh+LbrtvAtHuo91q9Y2zTtwjxHdrf3ahUtHnENEyq+sc/Gtte8GLgDe7px73lo7CbjcObe1uP1u4ABATajI2OrKOoDIzipeD3pFEEargBuCMLoa+ELx+lERqTDVtTV9WWcQkeEzxnxjO2+3Aiu998mOxpbt7rjW2kXAR4FjnHNPF99+JfBLa+0ka201cBTwSLkyieTY5qE/IjI+pUm8AlgAHAvcEoTRzIwjicgw1DXV6xeiIpWtFjgQWFN87E9hmvL7jTFf39HAsjShxTOe3wAagJ9Ya++x1l7knPsDcB3wAHAvEDvnHi9HJpGcm5t1AJGRSJO4GbAUit5DQRjtn3EkEdlJW9KNukmeSGXbGzjWe/9N7/03gbcArwLeARy3o4Fjek2oiIxPxphZ3vuNWecQGQ1BGJ1K4cYI56RJfF3WeUTyYDSuCW1v3lxXP3dG50j2oWtCRbJjjFkNHOq9by2+bgR+DQfDOwAAIABJREFU473fzxjzqPf+oJcaW7bpuCIyrmiZC5kw0iT+AYWzol8IwujyIIyqs84kIkPrbuvS31WRyvafwCpjzHJjzDXAo8BSY8w04Bc7GqgmVCSfpmYdQGQ0pUn8GIXrRPcGXBBGmnIuMs71dHSrCRWpUMaYKgprgh4J3Fx8HOW9v9p73+G9/9SOxqsJFcmntVkHEBltaRJvAk4AHLAyCKMjM44kIjvQtM/c1qwziMjweO/7gUu99+u894n3/mbv/d9KHa8mVCSf9sg6gMhYSJO4P03iiygsoH1zEEYfKa4vKiLjTMua5sasM4jIiNxljHmnMWan66yaUJF82pp1AJGxlCbxzyhMEfoQcE0QRnUZRxKRF6mZNqU36wwiMiLnAjcC3caYLcaYNmPMllIGqgkVyaeOrAOIjLU0iZ8CjgCqgRVBGO2VcSQRGWRKQ62aUJEK5r1v8N5Xee9rvPfTi6+nlzJWTahIPu2SdQCRckiTuAM4DbgGeCAIo7dmm0hEBrQ1t+omeSIVzhgz0xhzqDHm6IFHKeMmj3UwERmXmrMOIFIuaRJ74PIgjB4FfhSE0beAL6dJ3J9xNJFcmx7Mas86g4gMnzHmA8DHgd2BVcDhwK+BY4caqzOhIvk0I+sAIuWWJvF9wCHA8cBPgjDSTVFEMtTZ0l6bdQYRGZGPU6ira733bwYOAp4vZaCaUJF8UuGXXEqTOAXeBKTAg0EYvSbjSCK51dvVoxl5IpWty3vfBWCMmeK9fxLYt5SBJTWhxhhXynsiUjG0TqjkVprEPWkSnwV8GbgnCKNTss4kkkdaJ1Sk4v3VGDMDuBn4uTEmAUpaK3SHTagxptYYMwuYXbzodFbxsSew2whDi0h2tE6o5F6axNcAbwW+GoTRJUEY6ayMSBlpnVCRyua9f4f3frP3/kLgc8B3gLCUsUOdCf0g8DCwX/G/A48E+NZwA4tI5nQzCBEgTeJHgAXAAcBdQRjtmnEkkdyY0lDXk3UGERk+Y8z3B5577+/13v8U+G4pY3fYhHrvL/fe7wWc571/ufd+r+LjAO/9f40stohkqCvrACLjRZrELcC/Urij38ogjA7NOJJILlTX1fRlnUFERuQF91UwxkwCDi5lYEnXhHrvv2mMOdIYc6oxJhp4DCOoiIwPs7MOIDKepEm8LU3iC4CzgVuDMDoz60wiE137eq0TKlKJjDGfMca0AfsbY7YUH23AegozZodU6o2Jvg8sBY6icBveQyhMXxKRyrQu6wAi41GaxDdTqHWfCMLo6iCMdCdpkTHSOL9Jl4aIVCDv/Ze99w3AJd776cVHg/e+yXv/mVL2UeoSLQuAN3jvP+K9/1jxcfawk4tI1pqyDiAyXqVJvBo4DGgE7g/C6GUZRxKZkDqea63LOoOIDF+pDef2lNqE/h6YO9wvIiLjTk3WAUTGszSJ24BTgBsorCdqM44kMuH09fRNyjqDiGSj1NvRzwaeMMY8CHQPvOm9/z9jkkpExprWCRUZQprEHrgkCKOHgeuCMLoMWFp8X0RGSOuEiowda20VcAWFu793Ax9wzj01aPshwGWAAZqBRUDPjsaMplLPhF4InAhcDFw66CEilUnrhIqUKE3iuylMzz0ZuCEIo4aMI4lMCFonVGRMnQjUOueOAD7NoN7NWmuAq4DFzrmjgDso/Gz4kmNeijHmKGPM4uLzXYwxe5USrtS74967vUcpY0VkXNqSdQCRSpIm8V+Ao4HNwG+CMNo340giFa+2cWr30J8SkWEaaC5xzj3AC28q+0qgBTjHWnsvMMs5t3qIMf/EGPN54N+BgWtDq4FrSwlX0nTc4i13B6Yf1RS/QIf3fnop40Vk3NHabCI7KU3iLuDM4vItvwzCaEmaxDdlnUukUk2qntSfdQaRSrZ8+fIlwJJBby1bvHjxsuLz6cDgKe/brLWTnXN9FC61PBL4GLAG+Jm19uEhxmzPO4CDgEcAvPd/M8aUNFuopCa0eAvevzPGnAhoMW+RyjULeD7rECKVKE3iq4Iw+i1wYxBGhwCfS5N4W9a5RCpNx4a2uum7z9qadQ6RSlVsOJe9xOYtwOAermpQM9kCPOWcewLAWnsHcPAQY7anx3vvjTEewBgzrdTspV4T+gLe+5uBY4czVkTGhTTrACKVLE3iBymsmX04cHsQRlr2SGQnzdhjdlvWGUQmsF8BCwGstYcDvxu07Wmg3lq7d/H1G4HHhxizPTcYY74NzDDGnAn8gsK1pkMqqQk1xpw06PEuY8xX+Mf0XBGpPHOyDiBS6dIkXg8cB6wCVgZh9PqMI4lUlLZ0U8lnTURkp90EdFlrVwBfAz5hrT3VWrvEOdcDvB/4gbX2IeBZ59yt2xuzoy/gvV8K/Bj4H2Bf4P96779ZSjjj/dC9pDFm+aCXfcCfgau89+tL+SIiMr4YY/bx3q/JOofIRBGE0ckUbmv/qTSJr8k4jsiYW3TbeReOdB/PPfaXWXP2f9nGkezj2oVLR5xDRMqv1GtCF491EBEpK03HFRlFaRLfGITRE8BPgjA6FDgnTeKerHOJjGcz9txF03FFKtiLbl47oBVYCXzSe//0S40tdTru7saYm4wx640xzxlj/scYs/vwI4tIxuZnHUBkokmT+HEKN+3bDbg3CKMg40gi49rGp9drlQWRynYZ8CkgAHYHzqNwTeiPgO/uaGCpNyZaDvyUQmENgFuK74lIZdqcdQCRiShN4lbgJAp18qEgjI7OOJLIuFU3q74r6wwiMiJv895/23vf5r3f4r1fBiz03l8PzNzRwFKb0F2898u9933FxzXALiMMLSIiMuGkSdyfJvHFwGIKy7icE4SRyTqXiIjIKOs3xpxijKkqPk4ZtG2HNx4qtQndYIxZZIyZVHwsorC+jIhUphlZBxCZ6NIkvpPCEi7vA64Lwkh3AhUZpHNje23WGURkRE4D3gusB54rPl9kjKkDPrqjgaU2oWcApwDNwDrgXRR+wysilenZrAOI5EGaxM8ARwK9wANBGO09xBCR3Jj18l23ZJ1BRIbPe/+09/4E7/1s7/0uxedPee87vfe/3NHYUpvQ/we8r7jzXSk0pReOMLeIZEc3TBEpkzSJO4HTgSuBFUEYHZ9tIpHxYfOfn2/IOoOIDJ8xptYYc5Yx5gpjzHcHHqWMLWmJFmB/7/2mgRfe+43GmIOGGmStPQz4qnPuGGvt3sA1FOYH/x44yznXb609E/gghfVHv+ic+1mJmURkkMV3fLq5t79vTimfPe3WT7LotvNK3nd11eTnlr/tK3OHHU4k59Ik9sAVQRitAm4Iwuhq4AtpEvdnHE0kM6aqaujF6kVkPPs+8CTwVuALFKbn/qGUgaU2oVXGmJkDjagxZtZQY62151OYF9xRfOsy4LPOuXustf8NhNbaXwNnAwuAWuCX1tqfO+e6S8wlIkW9/X1zrl24dEz2vei280pqbkVkx9IkXhGE0QLgBuCQIIwWpUm8aahxIhNRQzCzY+hPicg4trf3/mRjTOi9/54x5gfAnaUMLHU67qXACmPM/zPGfAFYAfznEGP+ROE29QMOBu4tPr8deAuF9dR+5Zzrds61Ak8B+5eYSUREpOKkSdwMWGANhWVcVPcklzav3aDpuCKVrbf4383GmNcCjcCepQws6Uyo9z42xqwEjgUMcJL3/okdjXHO/Y+1dnAI45wbmHbRVgw5HWgd9JmB9//J8uXLlwBLADZv3nzdueeeexuFmyQ1ATXAWmAPYAuFqb2zgBSYQ6HZToH5/GN9xBkUbs4SAP0U7ugUABsp/LlMH7TPHgp3A54HbKBw1rZ+0Pau4n7nAs8D04Cpg7ZvpXBGeBcKN3eaUdzHwPb24j5m65h0TMM9ptNu/SRjyRhTX+5jYgJ+n3RMOqZBx/TN2W/817XVM5rcLkf/61c33H/H9yfAMU3E75OOaTvHdNwl75kxbU5jZ+uzLfX1uzZu7e3smdzd1lnTtM/c1pY1zY3VtTV9dU31XVvSjfUNcxu3drd1Vfd0dFcPbK+ZNqXXGOPXrVrbND2Y1d7Z0l7b29UzeWD7lIa6nuq6mr729a1TG+c3tXc811rX19M3aWB7bePU7knVk/qNMfvq+6Rjyusxee9Xk61lxpiZwGeBn1LI/LlSBhrvx246frEJ/ZFz7nBr7V+dc7sX3w+BfwHuAt7mnPtI8f2bgC8551aOWSiRCWrRbef5MZyOy7ULl2qdQ5ExUDwT+hPgVuC8NIl7hxgikrlFt5134Uj3semZ5+tn7rVL+0j2ce3CpSPOISI7zxhTBbzLe3/DcMaXOh13NDxqrT2m+PxfgfuBB4E3WmtrrbWNwKso3LRIREbRHc/cz6fvu4R/v+8S7njmvr+/f9eff8l5936Vf7/vEn74pO4JJpKFNIkfAw4B9gZcEEa6CZjkQlfr1ilZZxCR4fHe9zPEWqA7Us4m9JPARcWbEdUAP3bONQPfoNCQ3g1c4JzrKmMmkQnv2bZ13PPsA1z0ho9z8VHn8uj6P9Dc8TxPtDzFw889zpeP+iRfPfpTLNzrTVlHFcmt4s2JTgAcsDIIoyMzjiQy5pr2mds69KdEZBz7uTHmPGPMfGPMrIFHKQNLvTvusDjn/gwcXnz+R+Cffsp1zl0FXDWWOUTy7G/t63nFjD2YMqkGgP1mvZyVzb/n6dZnOeEVb6Z6UuGfgcYpuj+ESJaKy7VcFITRw8DNQRhdBFxRXN5FZMJpWdPcOO/APVqyziEiw3ZG8b9nDXrPAy8famA5z4SKSAZ2b5jL6o1P09bTQfe2Hn77/JO0dG2muWMDqzc+w+d/dTlffOAK/rT5L1lHFREgTeKfAUdSWEP7miCM6jKOJDImJtdM3pZ1BhEZPu/9Xtt5DNmAgppQkQkvqJ/D8a94M195cBn/+eBVvKxhHpNMFf1+Gx29nVx45Nn8237H81+Pfp+xvFGZiJQuTeKngCOAamBFEEZ7ZRxJZNRNm9PYmXUGERk+Y8xUY8xnjTHLiq/3McYcX8rYMZ2OKyJjY2fvSnjM/MM4Zv5hAFy/+jZm1TaStq9nwdzXYozhFTNehjFVtPV0MH1KfUlfU3ckFBlbaRJ3BGF0GnA28EAQRlGaxCUtAi5SCVqfbamf2lTfnXUOERm25cDDFGbvAPwVuBEY8m6XOhMqkgOt3W0AbOjcxMrm33HkbgexYM5reKLlKQDWtT9PX38fDTXTsowpIi+SJrFPk/hy4GRgeRBGFwRhpNotE0L9ro1bs84gIiPyCu/9fwK9AN77TqCkJf10JlQkBy5/JKa9t4PJZhLve81JTKueypvmH8qyx27g0/ddwqSqyXxw//dgjJYCFRmP0iS+LwijQ4AfA4cEYfS+NIl1Z1GpaL2dPfo5VKSy9Rhj6ijcjAhjzCuAkmY36C+/SA783yPO+qf3JldN5iMHnppBGhEZjjSJ0yCM3gR8DXgoCKN3pEn8eNa5RIaru62zJusMIjIiFwJ3APONMdcBbwBOL2WgpvSIiIhUiDSJe9IkPgu4GLgnCKNTss4kMlxaJ1Sksnnv7wJOotB4/hBY4L2/p5SxakJFREQqTJrE1wBvBb4ahNElQRhpZpNUnJY1zY1ZZxCR4TPG/BQ4DrjHe/8z7/2GUseqCRUREalAaRI/AiwA9gfuCsJo14wjieyU6tqavqwziMiIXAq8EXjCGHOjMeZdxpjaUgaqCRUREalQaRK3AAuBXwMrgzA6NONIIiWra6rvyjqDiAyf9/5e7/1HgJcDy4BTgPWljFUTKiIiUsHSJN6WJvEFFNYTvTUIozOzziRSii3pxu0vTC0iFaN4d9x3Ah8CDgG+V8o4NaEiIiITQJrENwNHAZ8IwujqIIxKmhIlkpWGuVonVKSSGWOuB/4AHAt8i8K6oR8rZaxuZCAyQVRXTe5YdNt508Zq3739unRHZLxLk3h1EEaHAd8F7g/C6J1pEv8l61wi29Pd1lVdP5fOrHOIyLAtB0713m8DMMa8wRhzqvf+n9cGfBE1oSITRG9/39JSP7tu1dqmeQfu0bIT+x5eKBEpuzSJ24pLt3wSeDAIo9PSJHZZ5xJ5sZ6O7uqsM4jI8Hnv7zDGHGiM+Tfg3cAzwE9KGasmVCSHtDabyMSWJrEHlgZh9AhwXRBGlwFLi++LjAuqRSKVyRjzSuA9wL8BLcD1gPHev7nUfeiaUJEc0tpsIvmQJvHdwGHAycANQRg1ZBxJ5O9Ui0Qq1pOABU7w3h/lvf8msG1ndqAmVCSHaqZN6c06g4iUR/Ga0KOBzcBvgjDaL+NIIoBqkUgFeyfQDPyvMeYqY4wFzM7sQE2oSA5NaahV4RfJkTSJu9IkPhP4GoUbFr0j60wiqkUilcl7f5P3/t3AfsA9wCeAOcaYK40xx5WyDzWhIjnU1tw6NesMIlJ+aRJfBbwd+HoQRhcHYTQp60ySX6pFIpXNe9/hvb/Oe388sDuwCvh0KWPVhIrk0PRgVnvWGUQkG2kSP0hhQfHDgduDMGrKOJLklGqRyMThvd/ovf+29/7YUj6vJlQkhzpb2rWIvUiOpUm8HjiOwm+tVwZh9PqMI0kOqRaJ5JeaUJEc6u3q0fJMIjmXJnFfmsTnA+cDdwZhdHrGkSRnVItE8ktNqEgOaW02ERmQJvGNwDHAZ4IwuiIIo5qMI0lOqBaJ5JeaUJEc0tpsIjJYmsSPA4cCuwH3BmEUZBxJckC1SCS/1ISK5NCUhrqerDOIyPiSJnErcBJwC/BQEEZHZxxJJjjVIpH8UhMqkkPVdTV9WWcQkfEnTeL+NIkvBhYDNwZhdE4QRju1ALlIqVSLRPJLTahIDrWv19psIvLS0iS+k8ISLu8DfhCE0bSMI8kEpFokkl9qQkVyqHF+k9ZmE5EdSpP4GeBIoBt4IAijvTOOJBOMapFIfqkJFcmhjuda67LOICLjX5rEnRSm5l4BrAjC6PiMI8kEolokkl9qQkVyqK+nb1LWGUSkMqRJ7NMkvhI4EfjvIIwuDMJIPz/IiKkWieSXiohIDmltNhHZWWkSrwAWAMcCtwRhNDPjSFLhVItE8ktNqEgOaW02ERmONImbAQusAVYGYXRAxpGkgqkWieTX5KwDiEj51TZO7c46g4hUpjSJe4FzgjB6EPhFEEbnpEl8Xda5pPKoFomMHWttFYXr+Q+gcIO5Dzjnnhq0/Vzg/cDzxbc+6Jxbba19FBiYpfCMc27xWORTEyqSQ5OqJ/VnnUFEKluaxD8Iwuj3wE+CMDoUOK/YoIqURLVIZEydCNQ6546w1h4OXAqEg7a/Hoiccw8PvGGtrQVwzh0z1uHK2oRaa08HTi++rAUOpHD791soTO0BuNI5d305c4nkTceGtrrpu8/amnUOEalsaRI/FoTRIcC1gAvC6JTilF2RIakWiYypo4A7AJxzD1hrF7xo+8HAZ6y1c4FbnXNfpnDWdKq19i4KfeJ/OOceGItwZW1CnXPXANcAWGu/BXyXQhd+mXPu0nJmEcmzGXvMbss6g4hMDGkSbwrC6ATgcxSuEz2leBMjkR1SLRIZmeXLly8Blgx6a9nixYuXFZ9P5x/TagG2WWsnO+f6iq9/BHwL2ALcZK09HlgLLAWuBvYBbrfW7jtozKjJZDpusRN/jXPuLGvtlcC+1tqQwtnQc5xz+kdJZAy1pZum1c2c1pN1DhGZGNIk7gcuCsLoYeDmIIwuAq5Ik9hnHE3GMdUikZEpNpzLXmLzFqBh0OuqgWbSWmuArzvnWouvbwUOAn4OPOWc88AfrbUtwDzg2dHOntU1of8BXFR8/iBwtXPuYWvtBcDngfNePGBwp7958+brzj333NuAdUATUEOhc9+Dwh94HzALSIE5FO4CnALzgc3FXc6g8AcaAP3Ac8XnGyn8uUwftM8eYOCbsIHCVOL6Qdu7ivudS+Hi3mnA1EHbtwIdwC5Ac/Fr1w7a3l7cx2wdk46plGM6+YaPTm5Z09xYXVvTV9dU37Ul3VjfMLdxa3dbV3VPR3d10z5zW1vWNDfWTJvSO6WhtretuXXq9GBWe2dLe21vV8/k/p6+qnWr1jZNaajrqa6r6Wtf3zq1cX5Te8dzrXV9PX2TBsbXNk7tnlQ9qb9jQ1vdjD1mt7Wlm6b5/n4zY89d2owx++r7pGPSMemYXnRMf2h41UH/Vr/3a77e39P9lto5wTnd6//WVeHHNBG/TyM+puMuec+MaXMaO1ufbamv37Vxa29nz+Tuts6agfpRSn3q3Nheu27V2qbB9Wlge6n1qViL9H3SMeXymLz3q3lpvwJOAG4oXhP6u0HbpgO/t9a+qvhncSyFGapnAK8DPmKt3a34uXU7+BrDZrwv7y8prbUzgBXOuVcPvHbObS4+fzXwTeecLWsokQqz6LbzLhzJ+O4tndVTpteN6AYi1y5cOqIMIjJxBWE0DbgKeBVwUprEz2QcSUbZSOsQqBaJjKVBd8fdHzDAYgqXQdY755ZZa98LnE3hzrnOOfd5a20NhUsnXwZ44N+dc2NyeUUWZ0KPBn4x6PWd1tqPOecepLD22MPbHyYio2Xj0+unzztwj5asc4jIxJQmcUcQRqdR+AHngSCMojSJ78w6l4wvqkUiY8c51w986EVvPzlo+/eB779oTA9w6tiny6YJ3Rd4etDrDwP/Za3toXBKfMl2R4nIqKmbVd+VdQYRmdiK14NeHoTRo8CPgjD6FvDl4vWjIqpFIjlW9ibUOXfJi14/QmGZFhEREZlg0iS+r7iMy4+BQ4tnRVuHGiciIhNXVdYBRKT8Oje212adQUTyI03iFHgT8FfgoSCMXpNxJBkHVItE8ktNqEgOzXr5rluyziAi+ZImcU+axGcBXwLuCcLolKwzSbZUi0TyS02oSA5t/vPzDUN/SkRk9KVJ/D3gOOCrQRhdEoRRVsvFScZUi0TyS02oSA6ZqiotIC8imUmT+FFgAYWlA+4KwmjXjCNJBlSLRPJLTahIDjUEMzuyziAi+ZYmcQuwEPg1sDIIo8MyjiRlplokkl9qQkVyaPPaDZoCJSKZS5N4W5rEF1BYT/RnQRidmXUmKR/VIpH8UhMqkkPTZjd0Zp1BRGRAmsQ3A0cB5wRhdHUQRrprag6oFonkl5pQkRza1rtNf/dFZFxJk3g1cDjQCNwfhNHLMo4kY0y1SCS/9JdfJIe6WrdOyTqDiMiLpUncBpwCXA88GISRzTiSjCHVIpH8UhMqkkNN+8xtzTqDiMj2pEns0yReCpwKXBuE0flBGJmsc8noUy0SyS81oSI51LKmuTHrDCIiO5Im8d3AYcC7gBuDMNJNbCYY1SKR/FITKpJDk2smb8s6g4jIUNIk/gtwNLAJ+E0QRvtlHElGkWqRSH6pCRXJoWlzGnVHQhGpCGkSd6VJfCZwGXBfEEbvyDqTjA7VIpH8UhMqkkOtz7bUZ51BRGRnpEl8NXA88PUgjC4OwmhS1plkZFSLRPJLTahIDtXv2rg16wwiIjsrTeIHgUMoLOVyexBGszOOJCOgWiSSX2pCRXKot7NnctYZRESGI03i9cBxwCpgZRBGr884kgyTapFIfqkJFcmh7rbOmqwziIgMV5rEfWkSnw98CrgzCKPTM44kw6BaJJJfakJFckhrs4nIRJAm8Y3Am4DPBGF0RRBGamoqiGqRSH6pCRXJIa3NJiITRZrETwCHArsB9wZhFGQcSUqkWiSSX2pCRXKouramL+sMIiKjJU3iVuAk4BbgoSCM3pRxJCmBapFIfqkJFcmhuqb6rqwziIiMpjSJ+9MkvhhYDNwQhNEngjAyWeeSl6ZaJJJfakJFcmhLulFrs4nIhJQm8Z0UlnCJgB8EYTQt40jyElSLRPJLTahIDjXM1dpsIjJxpUn8DHAk0A08EITR3hlHku1QLRLJLzWhIjnU3dZVnXUGEZGxlCZxJ4WpuVcAK4IwOj7jSPIiqkUi+aUmVCSHejq6VfhFZMJLk9inSXwlcCLw30EYXRSEkX72GSdUi0TyS/8Qi+SQ1mYTkTxJk3gFsAB4M3BLEEYzM44kqBaJ5JmaUJEc0tpsIpI3aRI3AxZYA6wMwuiAjCPlnmqRSH6pCRXJoZppU3qzziAiUm5pEvemSXwO8DngF0EYnZZ1pjxTLRLJLzWhIjk0paFWhV9EcitN4h9QOCt6URBGlwdhpGsTM6BaJJJfakJFcqituXVq1hlERLKUJvFjwCHA3sDdQRjNyzhS7qgWieSXmlCRHJoezGrPOoOISNbSJN4EnAD8AngoCKMjM46UK6pFIvmlJlQkhzpb2muzziAiMh6kSdyfJvFFwIeAm4MwOisII5N1rjxQLRLJLzWhIjnU29UzOesMIiLjSZrEPwOOBD4IXBOEUV3GkSY81SKR/FITKpJDWptNROSfpUn8FHAEMBlYEYTRXhlHmtBUi0Tyq+y/gbLWPgoM/KPzDPAl4BrAA78HznLO9Zc7l0ietKxpbpx34B4tWecQERlv0iTuCMJoEXA28EAQRlGaxHdmnWsiUi0Sya+yngm11tYCOOeOKT4WA5cBn3XOvREwQFjOTCJ5NKWhrifrDCIi41WaxD5N4suBk4HlQRh9NggjzR4bZapFIvlV7jOhBwBTrbV3Fb/2fwAHA/cWt98OHAfc9OKBy5cvXwIsAdi8efN155577m3AOqAJqAHWAnsAW4A+YBaQAnMoNNspMB/YXNzlDOBZIAD6geeKzzcWs00ftM8eoAWYB2wAaoH6Qdu7ivudCzwPTAOmDtq+FegAdgGai1+7dtD29uI+ZuuYdEylHNPJN3x0csua5sbq2pq+uqb6ri3pxvqGuY1bu9u6qns6uqub9pnb2rKmubFm2pTeKQ21vW3NrVOnB7PaO1vaa3u7eiZPaajrXrdqbdOUhrqe6rqavvb1rVMb5ze1dzzXWtfX0zdpYHxt49TuSdWT+js2tNXN2GN2W1u6aZrv7zcz9tylzRizr75POiYdk45pgh/TI/XFICyVAAAYFklEQVR7v+Zd9a/c/1umqurw2jnB57vX/+2vFX5Mo/J9Ou6S98yYNqexs/XZlvr6XRu39nb2TO5u66wZqB+l1Ke+zt5J61atbRpcnwa2l1qfirVoIv6/p2PSMQ15TN771VQo470v2xez1r4OOBy4GtiHQtNZ55zbrbj9WOAM59yisoUSqUCLbjvvwpGMX7dqbdNIp0Bdu3DpiDKIiFSKIIxqgK8B/wK8I03ixzOOlLmR1iFQLRLJs3JPLfkjcK1zzjvn/kih458zaHsD//jtgYiMkcb5TVqbTUSkRGkS96RJfBaF+1jcE4TRKVlnmghUi0Tyq9xN6BnApQDW2t0onIa+y1p7THH7vwL3lzmTSO50PNeqpQdERHZSmsTfo3DZ0FeDMLokCCMtMTICqkUi+VXuJvQ7wAxr7S+B6yk0pR8HLrLW/prCfOsflzmTSO709fRNyjqDiEglSpP4UWABsD9wVxBGu2YcqWKpFonkV1l/g+ec6wFO3c6mN5Uzh0jeaW02EZHhS5O4JQijhcAXgJVBGJ2cJvFvss5VaVSLRPJLtxsXyaGWNc2NWWcQEalkaRJvS5P4Agrrid4ShNGZWWeqNKpFIvmlJlQkh2obp3ZnnUFEZCJIk/hm4I3AOUEYXR2EUW3WmSqFapFIfqkJFcmhSdWT+rPOICIyUaRJvJrCEnSNwP1BGL0s40gVQbVIJL90VzeRHOrY0FY3ffdZW7POISIyUaRJ3FZcuuWTwINBGJ2WJrHLOtd4plokMnastVXAFcABQDfwAefcU4O2nwu8H3i++NYHgTU7GjOadCZUJIdm7DG7LesMIiITTZrEPk3ipRRuwnhdEEbnB2Fkss41XqkWiYypE4Fa59wRwKcpLpM5yOuByDl3TPGxuoQxo0ZNqEgOtaWbpmWdQURkokqT+G7gUOBdwI1BGDVkHGlcUi0SGVNHAXcAOOceoLC01GAHA5+x1v7SWvuZEseMGjWhIjnk+/v1m3kRkTGUJvFfgKOBjcBvgjDaL+NI445qkcjILF++fMny5ctXDnosGbR5OjB4GaRt1trBl2L+CPgQcCxwlLX2+BLGjBpdEyqSQzP23EVToERExliaxF3AkiCMPgDcF4TRB9MkvinrXOOFapHIyCxevHgZsOwlNm8BBs/CqHLO9QFYaw3wdedca/H1rcBBOxoz2nQmVCSHNj69fnrWGURE8iJN4quB44GvB2F0cRBGk7LONB6oFomMqV8BCwGstYcDvxu0bTrwe2ttfbEhPRZ4eIgxo0pNqEgO1c2q78o6g4hInqRJ/CBwCIWlXG4Pwmh2xpEyp1okMqZuArqstSuArwGfsNaeaq1dUjwD+h/A/wL3A487527b3pixCqfpuCIiIiJlkCbx+iCMjgMuBlYGYXRSmsSPZJ1LRCYe51w/hWs+B3ty0PbvA98vYcyY0JlQkRzq3Nhem3UGEZE8SpO4L03i84FPAXcGYXR6xpEyo1okkl9qQkVyaNbLd92SdQYRkTxLk/hG4E3AZ4IwuiIIo5qsM5WbapFIfqkJFcmhzX9+XmvWiYhkLE3iJyisJ7obcG8QRkHGkcpKtUgkv9SEiuSQqaryWWcQERFIk7gVOAm4BXgoCKM3ZRypbFSLRPJLTahIDjUEMzuyziAiIgVpEvenSXwxsBi4IQijTwRhZLLONdZUi0TyS02oSA5tXrtBU6BERMaZNInvpLCEy3uBHwRhNC3jSGNKtUgkv9SEiuTQtNkNnVlnEBGRf5Ym8TPAG4Bu4IEgjPbOONKYUS0SyS81oSI5tK13m/7ui4iMU2kSd1KYmnsFsCIIo+MzjjQmVItE8kt/+UVyqKt165SsM4iIyEtLk9inSXwlcCLw30EYXRSE0YT6uU21SCS/JtQ/ZiJSmqZ95rZmnUFERIaWJvEKYAHwZuCWIIxmZhxp1KgWieSXmlCRHGpZ09yYdQYRESlNmsTNgAXWACuDMDog40ijQrVIJL/UhIrk0OSayduyziAiIqVLk7g3TeJzgM8CvwjC6LSsM42UapFIfqkJFcmhaXMadUdCEZEKlCbxDymcFb0oCKPLgzCqzjrTcKkWieSXmlCRHGp9tqU+6wwiIjI8aRI/BhwC7A3cHYTRvIwjDYtqkUh+qQkVyaH6XRu3Zp1BRESGL03iTcAJwC+Ah4IwOjLjSDtNtUgkv9SEiuRQb2fP5KwziIjIyKRJ3J8m8UXAB4GbgzA6Kwgjk3WuUqkWieSXmlCRHOpu66zJOoOIiIyONIlvBY6g0IxeE4RRXcaRSqJaJJJfakJFckhrs4mITCxpEv+JQiM6GVgRhNFeGUcakmqRSH6pCRXJIa3NJiIy8aRJ3AEsAq4BHgjC6G3ZJtox1SKR/FITKpJD1bU1fVlnEBGR0ZcmsU+T+HLgZOC7QRh9NgijcfnznmqRSH6Ny3+URGRs1TXVd2WdQURExk6axPdRWMZlIXBTEEbj7qyjapFIfqkJFcmhLelGrc0mIjLBpUmcAscAf6WwjMtrsk30QqpFIvlV1ltjW2urge8CewJTgC9S+IfxFmBN8WNXOueuL2cukbxpmKu12URE8iBN4h7grCCM3gfcE4TRWWkS35B1LlAtEsmzcq/PtAhocc6911rbBDwKfAG4zDl3aZmziORWd1tXdf1cOrPOISIi5ZEm8feCMHoM+EkQRocCn06TONNrMlWLRPKr3NNxbwQ+N+h1H3Aw8HZr7X3W2u9YaxvKnEkkd3o6uquzziAiIuWVJvGjwALgdcDPgzDaNcs8qkUi+VXWM6HOuXaAYqP5Y+CzFKblXu2ce9haewHweeC8F49dvnz5EmAJwObNm68799xzbwPWAU1ADbAW2APYQqG5nQWkwBwKzXYKzAc2F3c5A3gWCIB+4Lni840U/lymD9pnD9ACzAM2ALVA/aDtXcX9zgWeB6YBUwdt3wp0ALsAzcWvXTtoe3txH7N1TDqmUo7p5Bs+OrllTXNjdW1NX11TfdeWdGN9w9zGrd1tXdU9Hd3VTfvMbW1Z09xYM21K75SG2t625tap04NZ7Z0t7bW9XT2TG3ab2b5u1dqmKQ11PdV1NX3t61unNs5vau94rrWur6dv0sD42sap3ZOqJ/V3bGirm7HH7La2dNM0399vZuy5S5sxZl99n3RMOiYdk46p8o6pqmbKR2cf/fZPTKqb+vDMg486d/Mjv7pvZ4/puEveM2PanMbO1mdb6ut3bdza29kzubuts2agfpRSn2obp3avW7W2aXB9Gthean0q1qIJ+X3SMemYhjom7/1qKpTx3pf1C1pr5wM3AVc4575rrZ3hnNtc3PZq4JvOOVvWUCIVZtFt5104kvHrVq1tmnfgHi0j2ce1C5eOKIOIiGQrCKMTgWXABWkSX7UzY0dah0C1SCTPyjod11o7B7gL+Hfn3HeLb99prT104CPAw+XMJJJHNdOm9GadQUREspUm8c3AG4FzgjC6Ogij2nJ+fdUikfwq9zWh/wHMBD5nrb3HWnsPcC7w9eLzN1C4Y66IjKEpDbUq/CIiQprEq4HDgUbg/iCMXlaur61aJJJf5b4m9OPAx7ez6chy5hDJu7bm1qn1c2fojoQiIkKaxG1BGJ0CfBJ4MAij09IkdmP9dVWLRPKr3GdCRWQcmB7Mas86g4iIjB9pEvs0iZcCpwLXBWF0fhBGZiy/pmqRSH6pCRXJoc6W9rJe9yMiIpUhTeK7gUOBdwE3BmE0ZkvnqRaJ5JeaUJEc6u3qKetUfBERqRxpEv8FOJrCUhK/CcJov7H4OqpFIvmlJlQkh5r2mduadQYRERm/0iTuSpN4CXAZcF8QRu8Y7a+hWiSSX2pCRXKoZU1zY9YZRERk/EuT+GrgeODyIIy+HITRpNHat2qRSH6pCRXJoSkNdT1ZZxARkcqQJvGDwALgMOD2IIxmj8Z+VYtE8ktNqEgOVdfV9GWdQUREKkeaxOuB44BVwEPrn+6aN9J9qhaJ5JeaUJEcal/fOjXrDCIiUlnSJO5Lk/h84Pw//O+WRU/9uv3AkexPtUgkv9SEiuRQ4/wmrc0mIiLDkibxja/9l8Zrmv/YedSjt2x6e19P/7CuE1UtEskvNaEiOdTxXGtd1hlERKRyNb1syvML3jnrqr5u3/DQjRtPb9vQu9PriaoWieSXmlCRHOrr6Ru1uxuKiEg+1dZP6j74pJnXN86t/uOjP9285G9/6NxjZ8arFonkl5pQkRzS2mwiIjIaqqqMf7VtvH+vQ6bd/NSK9pOfvGfL4d77ksaqFonkl5pQkRzS2mwiIjKa5r9u6p8OOH7G1Rv/2nPAwzdtemdPZ3/1UGNUi0TyS02oSA7VNk7tzjqDiIhMLI1zqjcfcvKs71RVmW0P3bjxA5vSnlk7+rxqkUh+qQkVyaFJ1ZP6s84gIiITT/WUqr6Dwhk37/LyKQ89dsfm9/9lVccrX+qzqkUi+TU56wAiUn4dG9rqpu8+a2vWOUREpHIEYVTaxZ6D/Ok3Hf/2p9907OAT60eQCIJvR58HSJPYjGhHIlJWOhMqkkMz9pjdlnUGEREREcknnQkVyaG2dNO0upnTerLOISIiIiKjz1pbBVwBHAB0Ax9wzj21nc8tAzY65z5dfP0oMHDn6mecc4vHIp+aUJEc8v39mrYkIiIiMnGdCNQ6546w1h4OXAqEgz9grf0g8Drg3uLrWgDn3DFjHU7TcUVyaMaeu2g6roiIiMjEdRRwB4Bz7gFgweCN1tojgMOBbw96+wBgqrX2Lmvt3cXmdUzoTKhIDm18ev30eQfu0ZJ1DhEREREZnuXLly8Blgx6a9nixYuXFZ9P5x/TagG2WWsnO+f6rLXzgAuBdwCnDPrMVmApcDWwD3C7tXZf51zfaGdXEyqSQ3Wz6ruyziAiIhPHMQe9ji+cuYiqqip++PN7+db//Gy7nztg77245T8/z4eXfotbVzz09/erqgy3X/oFmls28b4vXgbAq/ecz1c+vJiptVP46/oNfPSyK2nvVPkSGVBsOJe9xOYtQMOg11WDmsmTgdnAbcBcCmc/nwR+CDzlnPPAH621LcA84NnRzq7puCIiIiIybFVVhi99MGLRRUt580c/zYlvPJx95u+23c9d8L53c8+jv/unbR84/q2sefZvL3jvko++n4vj63nLxy/g9gce5sPvePuYHYPIBPQrYCFAcVrt3//iOee+4Zw7uHjt51eAHzjnrgHOoHDtKNba3SicTV03FuHUhIrkUOfG9tqsM4iIyMRw0D6v4M/N6/nLc8/T27eN5P4HeOuhr/+nz53x9uO49dcP0dK65QXvz2uaiV1wAD/8+T0veP8VwTweeHw1APf/9vcsPPIFl7SJyI7dBHRZa1cAXwM+Ya091Vq7ZAdjvgPMsNb+ErgeOGMspuKCpuOK5NKsl++6ZehPiYiIDG1u00z+tuEftxlY17KRg175ihd+ZtZM3nb4wZzyuS9z4Edf/oJtF33gNL74veupr3vh70dX/+WvHHfo67nrwUc4/shD2W32rLE7CJEJxjnXD3zoRW8/uZ3PXTPoeQ9w6tgmK9CZUJEc2vzn5xuG/pSIiMjQtrfml/cvfH3RB07j4u9dT3//Cze8ZcGBbNjcxu/+9Od/2se537ia0xdabr/0IqbV1dLbu230QotIpnQmVCSHTFWVH/pTIiIiQ1vXsondZjf9/fW8plk8t3HTCz6z/957ccV5HwFg1vQGjj34APq2beOgV76C4w49iGMP3p8pNdU0TK3jG5/4IGd/7dv8KV3HqRdeAsDLd5uLXXBA+Q5KRMaUmlCRHGoIZnZknUFERCaGVWueZq95c5i/62yaN24ifOPhnHXplS/4zBFLPvn35187+0x+sXIVd/7mEe78zSN85fs3Fj7z2v340IkLOftrhWULmxobaGltwxjDx0/5P3z/jv8t30GJyJhSEyqSQ5vXbmiomzlN64SKiMiIbevv57PLYn5w4flUVRmud/fxx2dT3vu2NwMMu3k88Y1HcPrCtwBw2wMrud7dN2qZRSRbxr940r6IjHuLbjvvwpGM3/LXjVOn7z5r60j2ce3CpSPKICIilSUIo3H7Q2OaxNu7NFVExindmEgkh7b1btPffRERERHJhH4QFcmhrtatU7LOICIiIiL5pCZUJIea9pnbmnUGEREREcknNaEiOdSyprkx6wwiIiIikk/j4u641toq4ArgAKAb+IBz7qlsU4lMXJNrJmvFbxERERHJxLhoQoETgVrn3BHW2sOBS4Ew40wiE9a0OY2dWWcQEZHKMvgOtCO9SzvA1pb2KVOb6rtHsg/dqV2kMo2X6bhHAXcAOOceABZkG0dkYmt9tqU+6wwiIpJvqkUi+TVezoROBwbfKGWbtXayc65v4I3ly5cvAZYUXy5bvHjxsnIGFBlPRvqb3+XPLV+yeKH+DomIyPCMxhlI1SKR/BovTegWoGHQ66rBDShAsenUP1Qio2MJ+vskIiLZUi0SyanxMh33V8BCgOI1ob/LNo6IiIiIiIiMhfFyJvQm4F+stSsAAyzOOI+IiIiIiIiMgXHRhDrn+oEPZZ1DJEc0/UlERLKmWiSSU8Z7n3UGERERERERyYnxck2oiIiIiIiI5MC4mI4rIjvPWjsJuA2YBpzgnNs0Svttds7NHY19iYiIlMJaezqwn3Pu0xlHEZEyUBMqUrnmAbOdcwdnHUREREREpFRqQkUq1zJgH2vtcgrr7DYV3z/bOfc7a+1TwApgH+BuoBE4FFjtnHuvtfa1wGUUpuXPKI5bMbBza+3rgG9QuGN1C3CGc661PIcmIiKVqnhW8wSgjsIvTC8HQuC1wHnAfOAkoBpoLT4fPP5jwKmAB37knPtGmaKLSJnomlCRyvUR4AlgPeCcc2+msPD3lcXtewKfBY4GzgauAA4DjrLWzgBeA3zSOfcWCs3oi5dGugo4yzl3DIVpv+eP5cGIiMiE0uCcWwh8FfgwhUZzCfB+Cr80fYtz7o0UGtFDBgZZa18NvBs4qvg40Vq7b5mzi8gY05lQkcr3OuBYa+27i69nFv/b4pz7C4C1tsM590TxeStQC6TA56y1nRTOpG550X5fBVxhrYXCDwl/HNOjEBGRieTR4n83A39wznlr7SagBugBfmitbQd2p1BjBrwW2ANwxdczgb2B1WVJLSJloTOhIpXvSeBrxTOWpwDXFd8fav2lbwCfd869D/gdhWm3g60GouJ+zwduHa3AIiIy4b1UDaoBTnTOvRv4GIWfRQfXn9XA48Cbi/XnGgo1SkQmEDWhIpXvS8Ap1tp7gDuA35c47logsdbeD7wS2O1F2z8MxMXtXwEeG524IiKSY31Ah7V2JfBzYB2D6o9z7rcUzoL+sviZfSjM3BGRCcR4P9TJEhEREREREZHRoTOhIiIiIiIiUjZqQkVERERERKRs1ISKiIiIiIhI2agJFRERERERkbJREyoiIiIiIiJloyZURERkFBhjrjHGvCvrHCIiIuOdmlAREZEMGGMmZ51BREQkCyqAIiKSO8aYzwGnAc8CG4CHgZuAbwG7AFuBM733TxpjrgG2AAuAucD53vsfG2MM8E3gWOAZwAza/8HAZUB9cf+ne+/XGWPuAVYAbwB+Clw65gcrIiIyzqgJFRGRXDHGLADeCRxEoQ4+QqEJXQZ8yHu/xhhzGHAFhQYTYB5wFLAfhebxx8A7gH2B1wFzgCeA7xpjqik0p6H3/nljzLuBLwFnFPc1w3v/pjE/UBERkXFKTaiIiOTNUUDive8EMMbcAtQCRwI3Fk5wAjBl0Jibvff9wBPGmDnF944Gfui93wb8zRhzd/H9fYHXAj8v7msSsG7Qvq4f/UMSERGpHGpCRUQkb8x23qsCNnvvD3yJMd0vMd6/xP4f994f8RL76hg6ooiIyMSlGxOJiEje/BI4wRhTa4ypB95O4RrQZ4wxJwOYggOG2M99wHuMMZOMMfOANxffXw3sYow5orivamPMa8bkSERERCqQmlAREckV7/1DFK7r/C3wE2Al0ErhRkXvN8b8FngcCIfY1U3AGuB3wJXAvcX99wDvAr5a3NcqClN9RUREBDDeb28mkYiIyMRljKn33rcbY6ZSOKO5xHv/SNa5RERE8kDXhIqISB4tM8a8msINib6nBlRERKR8dCZUREREREREykbXhIqIiIiIiEjZqAkVERERERGRslETKiIiIiIiImWjJlRERERERETKRk2oiIiIiIiIlI2aUBERERERESmb/w8iWfeTRUp8cQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes,summary_df = info_plots.target_plot(df = df,feature = 'sex_male',feature_name = 'gender',target = ['target'])\n",
    "_ = axes['bar_ax'].set_xticklabels(['female','male'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>display_column</th>\n",
       "      <th>count</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>sex_male_0</td>\n",
       "      <td>96</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>sex_male_1</td>\n",
       "      <td>207</td>\n",
       "      <td>0.449275</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   x display_column  count    target\n",
       "0  0     sex_male_0     96  0.750000\n",
       "1  1     sex_male_1    207  0.449275"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "特征：心脏周围大血管的数量\n",
    "\n",
    "统计心脏周围大血管的数量，以及对患有心脏病的影响。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes,summary_df = info_plots.target_plot(df = df,feature = 'number_major_vessels',feature_name = 'num_vessels',target = ['target'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>display_column</th>\n",
       "      <th>value_lower</th>\n",
       "      <th>value_upper</th>\n",
       "      <th>count</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>[0, 1)</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>175</td>\n",
       "      <td>0.742857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2)</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>65</td>\n",
       "      <td>0.323077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>[2, 4]</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>63</td>\n",
       "      <td>0.222222</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   x display_column  value_lower  value_upper  count    target\n",
       "0  0         [0, 1)          0.0          1.0    175  0.742857\n",
       "1  1         [1, 2)          1.0          2.0     65  0.323077\n",
       "2  2         [2, 4]          2.0          4.0     63  0.222222"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "特征：地中海贫血症\n",
    "\n",
    "统计地中海贫血症的分布，以及它对心脏病的影响。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Lsr+uY3ZpSCu6LD8KvK+nG3Mx/QTy1v6herqAJElSqfkl71k7AK0QwvHk1yDcmfyyE9duigJUUi6EMJq86+wbyAf1+n7cRJIkSeomi9BClmU3FwO8fIx8FN3Z5F1mz48aTBp6lpMP5LUUOLbozixJkqSSsDuuJEmSJKlrhurARJIkSZKkzZBFqCRJkiSpayxCJUmSJEldYxEqSZIkSeoai1BJkiRJUtdYhEqSJEmSumbQXye00WiMBP4C/DpJksNj51kfjUZjMvDdJEkO7dL2Pgr8JkmS1iZY11XAb5MkubjfwfL1XQF8JUmSXzYajVuBf0+S5NubYt0bkGEn8n2asIHL7QN8O0mSnRqNxnuAKUmSfKrRaLweuAJ4HDgduBqYC/xzkiQPb8rsfWS6BfjXJEme6jV9EvBDYArwkSRJvrMR634jsH+SJB/dJGE3gUaj8TDw1iRJZsTOIkmSpPUz6ItQ4Cjg18A+jUbjJUmS/D52oPWwBbBfF7d3KPC7Lm5vQ7wO+I/YIforSZKvdDx8O3BFkiSfKH4A+GmSJCd1Kcrr1jD95cC2SZLs0o917wts2Y/lJUmSJEKWZbEz9EvRevYtYA/yovp9wMPAW5Ik+WUxz7XArUmSfLnRaJwP/DN5V+SHgVOTJPlbsZ45wIuBLwP3AJ8BRgPbAT9OkuRdxfpOAP4NWAz8BDg9SZIRxXN9rr9X5p8CrwbuB/YGjgfeDYwi/5L/qSLrCcC7gPHAPOC1wGeBNxePfwHsniTJIUXr6heBfwBGAm3g7GK9nwaeBM5MkuS7HTm+CfwySZLPFY/fCxwC/AvwBeCVwEQgACclSXJ7Z0too9HIgK17Wt06HzcajTcBHy72aRFwVpIkd/Y6DhcWGf8M1IucjwIvAqYB/wOcDDwf+Dnwe2An4DXA/kBSHOf5xb7d3Wg0LgC2SpLk/cU2/v640WjsAlxZHOPHiv26Gri1WPd/kv84MBk4J0mS/6aX4hh9sDj+9wOHFi2hFwBbAY8AHyJ/bywqjt9w4JYkSY5tNBrvAk4tcs8G3p8kyf8Vx3VL4IXAjcBHiuPxmmL5e4HTkiR5pmj9uwqoFsemmSTJRxqNxnTgBOC3wBFJkjxaZN4N+AFQAR4EDgD2KtY/HlgJNJIkubHRaIwnf//vCkwtju2/kregtoosXwVmkrdAHlls44SexxuyLx3HdThr+NwC3yH/oWJb8vfFI8AxSZI80dMSCkwgb0Xfo1j2kF6P1/S5P4r8fbqqOA5nJ0nys96vuyRJkjadQX1OaKPR2J38C/X15AVEnfzL8pXAicU8W5AXb99sNBp18iJtvyRJXg7cBHytY5VPJ0mye5Ikl5J3o/xokiT7A7sDb240GnsX2/w08NokSfYCniH/Ys16rL/HicDiYp6x5IXWEcX63kZe/PZ4KXBIkiT/CJxEXrTuUez3Czvm+wJ5Qbk3eYGxFXlhdhkwg/zL9XdZ3RXkRUuPE4pp+wPbAwckSbJ7cWz/rY/96FOj0dgV+GTHPp0CfKcocP4uSZLzgb8BxyZJ8oti8kTgQOAlwOHAq4rpzwM+niTJi8iLxK+Qd299GfBRoFV0OV2bbwD/VRQmp5Efwx5jyH9oeAVwFqu/Bj379XLgAuDVSZLsCyzrPU+SJJ8Fvgd8IUmSXYuc1xYF6GvIf3A4uDgunwE6X5NxSZK8NEmSc8mP9wpg72If/wZ8qmPeCUmSHFwcq7MajcbOSZKcWDz3jz0FaJHpQfL3zh+L99wYYDrwjmJ/a8CXG43G88mP+dwkSQ4ojvU95IXyLzr25fw1H+KN2heSJFnJGj635C3LdyZJcgDwAvLi/h3rkYFiXWv7XH6WvCDdh7xYPmR91ytJkqSNM6iLUOC9wI1JksxOkuQe8ha1U8i/zB7TaDRGkbfqfS9JknnAkeStezMajcavgQ8Au3Ws7+cd948HpjQajfOAy8mLxQnAYeStWn8t5ru0Y5l1rf85kiRZUCz3xkaj8XHg/GI7Pe7raDE6grzVa0mSJMtYvRvrkcC7i+3+krxF7x/Wtm3yVqYxjUZjn6K43hpoFy2WHy7WdzHPtjStr9eRtx63izzXkLc0rU9X0GuTJFmZJMki8ta2bYrpK4CeltRDi5x/AkiS5CfAE+QFep+KomY/iuKj6Lbd7phlWUfL5687ttupSv7azyoef3U99qfTG8mPwR3FcfkMsEWj0ejp4vq/HfMeSV4c3lvM+xbyH0N6tIr9SMn3fUO6yR5A/vrcUKz7JiAD9izOx72q0Wh8oNFofJG8KNugc2U3Yl969Pm5TZLki+TH7Ezyz+IeG5hpbZ/LbwHfbTQaXyPvJv+cHx8kSZK0aQ3ac0KLVrV3AEuLLnkAk4D3AxcDvyL/8nkicEbx/HDg00mSfLlYx2jyL549FnTc/xlwH/Aj4Dry1sFAXgyFjvlWdtxf1/r72o/nkRdXXyX/4v7tIndfmda17aN7zoltNBpTyAuLNUqSJGs0Gl8nb0FeCny9mPZG8q69nyMvdv4POG4NqwnF9kb1ytJOkuRtHfu5A3kL2Los77if8ez+Lk2SZEXH+nvv2zDybsidy0DeHRjyYwdrPn5r2m5vndNXrGGeNRkOfKNoHaTRaAwjb3F+unh+Qa95T0+S5IfFvBPIWzB7LF7PvGvK8fuilZ9i/dsDTxbdjU8B/p28FXIOsHMf61jTce6xIfsCQJIkjzQajed8bhuNxqfJf0C4Evgp+evce3/XlmeNn8skSc5vNBpXkv9wcgLw/+ju+dqSJEmlM5hbQo8lP6du+yRJdkqSZCfyrnoTgKPJu5WeC4xPkuT2YpmbgZM6um1+jLyL5mqKAm5f4NxiFNHnkbdgDS/W8dpGo1EpZu8ccGa91k9evAxvNBoB2If8fM1PALdQFKDFOXK9/QA4rtFojG40GiPIvzT3FGM3Ax9sNBqh+JL9PfKCvGd7I/tYH+TnFr6Z/JhNL6a9Dvh+8aV9BnnLVV95nizyQ37eYI828PpGo/HiYl+OIC/ox/axjrVlW5M2cFij0XhBsf5DgR3Iz5F9Eti7OA4TKY5nkiTzgdt5trvnzuQtmxtyUvQtxX49r3h8wgbmvhn4l0ajsV3x+D2s3hrbe973NxqNUUWxegVw0XpsYyXrPp53Abs2Go1Xw9+7Gc8kP2f0MOCqJEm+Tn7+6Jt49rXvfK2eBPZoNBpjGvkI1W9dy/Y2ZF/6+tweBlySJMk3yFt9X8dz349PAs9vNBrbFJ+rt/fa/nM+l41GY0TxA9a4YmCpU4E9i8+PJEmSBshgLkLfC3y+OJcMgCRJ5gJfIh845nvkg9h0npP5NfKBUu5qNBoPAHvSRyFRrOci4FeNRuO35Oe03Q7skiTJH4r139xoNGaQn7u4aEPWTz4ozt3AA+Tn3P2V/Av/78kHmnmSvruuXkVeaN0L3EF+TmLPtk8jH2TmfvKC736e7Vr4PeCiRqNxfB/7Oou81fi+jgGUvgIc0mg07i+e+yOwc1FAdDoNuKxovXpJsV8kSfI78ta0bzUajd8AHwfeXHQ97u07wNWN/LIm66VY/6nk55n+lvz8wjcVXa6vIT9+M8lfi9s6Fq2Td/f8DXAZefftRaynJEnuB84h72Y8gz5a89ax/C3k5xP/uNFo3EdeuB+VJElfhfDHyQfQuZd8ZONA3kq3LtcDtzUajT3WkuNJ8kF6Plsci2+Qnx/6MHkvgncX+X5O/vr3vBd/Ql78X0pekN9G3kr+M/IfK9ZkQ/alr8/tx4CLi0zfI+8xsNrno3hP/EeR4y7y17ZHn5/LomX9DPLzxX9FfuzemSTJ0kaj8eZGo3HTWvZJkiRJG2nQj47bbUULWp18kJxVxeia53Z2bRzAbb8e2CZJkquLx18ElvR079TaFSOk/ncxGu1k8mL98KKAkSRJktQFg/ac0Ij+Sn4e3/2NRmMF+aU63tmlbT8AnN1oNM4h7474G/IWYa2fPwDXNhqNVeTv/U9ZgEqSJEndZUuoJEmSJKlrBvM5oZIkSZKkQcYiVJIkSZLUNRahkiRJkqSusQiVJEmSJHWNRagkSZIkqWssQiVJkiRJXWMRKkmSJEnqGotQSZIkSVLXWIRKkiRJkrrGIlSSJEmS1DUWoZIkSZKkrrEIlSRJkiR1jUWoJEmSJKlrLEIlSZIkSV1jESpJkiRJ6hqLUEmSJElS11iESpIkSZK6xiJUkiRJktQ1FqGSJEmSpK6xCJUkSZIkdY1FqCRJkiSpayxCJUmSJEldYxEqSZIkSeoai1BJkiRJUtdYhEqSJEmSusYiVJIkSZLUNRahkiRJkqSusQiVJEmSJHWNRagkSZIkqWssQiVJkiRJXWMRKkmSJEnqGotQSZIkSVLXWIRKkiRJkrrGIlSSJEmS1DUWoZIkSZKkrrEIlSRJkiR1jUWoJEmSJKlrLEIlSZIkSV1jESpJkiRJ6hqLUEmSJElS11iESpIkSZK6xiJUkiRJktQ1FqGSJEmSpK6xCJUkSZIkdY1FqCRJkiSpayxCJUmSJEldYxEqSZIkSeoai1BJkiRJUtdYhEqSJEmSusYiVJIkSZLUNRahkiRJkqSusQiVJEmSJHWNRagkSZIkqWssQiVJkiRJXWMRKkmSJEnqGotQSZIkSVLXWIRKkiRJkrrGIlSSJEmS1DUWoZIkSZKkrrEIlSRJkiR1jUWoJEmSJKlrLEIlSZIkSV1jESpJkiRJ6hqLUEmSJElS11iESiUUQtghdgZJUrn5t0gqL4tQqZzGxQ4gSSo9/xZJJRWyLIudQVKXhRDGZFm2JHYOSVJ5+bdIKi9bQqVy2jF2AElS6fm3SCopi1CpnBbFDiBJKj3/FkklZREqldPC2AEkSaXn3yKppCxCpXLaOnYASVLp+bdIKikHJpIGsRN/9G+zlq9asW03tzly2IjHp7/hU9O6uU1J0tATQpicZdm82Dkkdd+I2AEkbbzlq1Zse/URF3d1m8fddFZXi15J0pA1BbAIlUrI7riSJEmKYUzsAJLisAiVJElSDI/EDiApDs8JlQaJSq2+2X5Y01YzxM4gSRpcQgi7ZVn2YOwckrrPllBJkiTFsCB2AElxWIRKkiQphiWxA0iKwyJUkiRJMWwVO4CkOCxCJUmSFMNjsQNIisMiVJIkSTFMjR1AUhwjYgeQ1H+H7PUPfOzk4xg2bBj/9ePbuOy/b1zt+QP2eDFXnncGjz7+JAA33TWDS65tAXDXVz/HgsVLWLVqFStWreKI/5cA8NKdn8+n3nsCo0eOZMWqVZz3lf/k1zP/1N0dkyQNZaNiB5AUh0WoNMgNGxa48N11/iX5DI/NnsNNFze45e5fMfPRv602392/+wPHf+Lzfa7j6A9fxNPzVx+k8Pzj38bnv3UDP/3VfRy6956cf/zbOPrDFw3YfkiSSsfrhEolZXdcaZDba9cX8vCsJ/jL40+yfMVKWj+/i8P2e0W/15sBE8eNBWDiuHE8Pmduv9cpSVKHHWMHkBSHLaHSIDdt6hb87anZf3/82Ow57PWiFz5nvr1324UfX/IJZs15mo9P/xZ/eDQF8mLzvxrnkGUZV9/8U6655VYAkq9dwzcvOJuPnPh2QgjUzv14N3ZHklQez8QOICkOi1BpkAt9TMuy1R/f/8eH2e/kD7JoyVIO3XtPrjzvdA567zkAvOXfPs7jc+YydfJEvtU4l4f++hi/+N2D1A8/lAu+fg033TmDN71qPz73gZN4+0c/PfA7JEkqixWxA0iKw+640iD32Oyn2X6rZwcY3G7qljw+5+nV5lmweAmLliwF4Ce/vI8Rw4ezxcQJAH/vZjt73nx+eNcvefmLXgDA0f94EDfdOQOA799+Ny/f9QUDvi+SpFLZMnYASXFYhEqD3K9n/omdt9uWHbbZipEjhlM7+JXccve9q82z9ZTJf7//8l1fwLBhw3h6/gLGjh7F+LFjABg7ehSv2WsPHnzkr0BenB6wx4sBOGjP3fnz32Z1aY8kSSWRxg4gKQ6740qD3MpVq/jwV5t884JzGDYscG37Z/zh0ZR3vOEfAfjGj37KGw/cl/rhh7Jy5SqWLFvGqRdfBuTF6dc/dDoAw4cP44af3cmt994PwNmXXcnHTjqWEcOHs2T5cs65fHqcHZQkDcvhwZYAACAASURBVFXbAgvWOZekISdkvU8ek7RZqtTqm+2HNW01+zo1VZKkNQoh7Jpl2czYOaShqFqtDgMuB14GLAVOarfbD3U8fybwLuDJYtK72+32g9Vq9V5gXjHtz+12+8SByGdLqCRJkmKwO640cN4CjGm32wdUq9VXAp8Dah3PvwKot9vtX/ZMqFarYwDa7fYhAx3OIlSSJEkx7AA8GDuENFhNnz79FOCUjklfPfHEE79a3D8I+BFAu92+q1qt7tNr8b2BD1Wr1WnAD9rt9kXkrabjqtXqLeR14nntdvuugchuESpJkqQY5sYOIA1mRcH51TU8PYlnu9UCrKxWqyPa7XbPpZG+BVxGfr3e71ar1SOBR4CLga8BuwI/rFaru3Uss8lYhEqSJEnS0PIMMLHj8bCeYrJarQbgkna7Pa94/ANgL+DHwEPtdjsD/lCtVmcD2wGPbupwXqJFUr9VavWJ655LkqTVTIkdQBrCbgeOACjOCb2/47lJwG+r1eqEoiA9FPgl8E7yc0epVqvbF/M9NhDhHB1XGoSOu+msC/qz/NJnFo8cPWns8v6s4+ojLr6gUquPAS4FXgX8U9pqem6PJGm9hBDGZVm2KHYOaSjqGB13TyAAJ5IPRjSh3W5/tVqtvgM4jXzk3Ha73U6q1eoo4Crg+UAGnNtut+8YiHwWodIg1N8i9PH7/rLltns+f05/1nH1ERf/PUOlVj8ZuBA4JW01b+jPeiVJ5eAlWqTysjuuVEJh2LBN+utT2mpeARwJfKlSq19YqdWHb8r1S5KGpFWxA0iKwyJUKqGJlS0Wbup1pq3m3cA+wAHATZVafeqm3oYkaUh5PHYASXFYhEolNPeRpwZkIKG01XwCeD1wHzCjUqu/YiC2I0kaEiqxA0iKwyJUKqHxW01cPFDrTlvNFWmreTZwLnBzpVY/fqC2JUka1Po1NoGkwcsiVCqhlctXDvhnP201rwMOAc6r1OqXV2r1UQO9TUnSoOL16qWSsgiVSmjJvEWju7GdtNV8ANgP2B64tVKr2/VKktRjUuwAkuKwCJVKaOqu0+Z1a1tpqzkPOAr4AXB3pVZ/dbe2LUnarD0SO4CkOCxCpRKaPXPW5G5uL201V6Wt5oXAO4HrK7X6GZVaPXQzgyRps7Nj7ACS4rAIlUpoxKgRK2NsN201bwZeCRwPXFOp1cfHyCFJ2iwsix1AUhwWoVIJjd928oCNjrsuaav5Z+BAYDlwZ6VW3yVWFklSVLNjB5AUh0WoVELzHp09Ieb201ZzMXAC8BXgjkqt/saYeSRJUWwXO4CkOCxCpRKasM3kRbEzpK1mlraalwNvAf6jUqsnlVrd/5MkqTyeih1AUhx+4ZNKaPniZZvNtdnSVvMOYB/gtcD3KrX6FpEjSZK6Y0zsAJLisAiVSmjp/MWjYmfolLaas4BDgT8C91Rq9T0jR5IkDbyop4ZIisciVCqhbl4ndH2lrebytNU8HUiAdqVW/9fYmSRJA8rrhEolZREqlVC3rxO6IdJW8xqgCny8UqtfUqnVR8bOJEkaEF4nVCopi1CphEaOGbUidoa1SVvN+8jPE92VvFV0WuRIkqRNb0nsAJLisAiVSmjs1Amb/R/+tNV8GngT8BNgRqVWPzByJEnSpjU3dgBJcViESiX0TDpnUAwGkbaaq9JW8wLgPcANlVr91EqtHiLHkiRtGvZykUrKIlQqoYnT4l8ndEOkreaNwIHAe4GrKrX62MiRJEn992TsAJLisAiVSmjp/CWDbrCftNV8CHglMBK4vVKr7xw5kiSpf8bHDiApDotQqYSWLVw66IpQgLTVXAgcCzSBuyq1+usjR5IkbbxxsQNIisMiVCqhzfE6oesrbTWztNW8BDiGvGvu+ZVa3f/LJGnw8TqhUkmNGIiVVqvVkcCVwE7AaOATwF+B7wMzi9m+3G63r61WqycD7wZWAJ9ot9s3DkQmSc+aPXPW5O1evuPs2Dn6I201b6vU6vsC3wb2rdTqx6et5qAtriWphHYEHowdQlL3DVTrwXHA7Ha7fTBwOPDvwCuAz7fb7UOK27XVanUacBrwKuAw4KJqtTp6gDJJKowaP3p57AybQtpqpsAhwN+Auyu1+u5xE0mSNsCgGiRP0qYzIC2hwPXkrRM9VgB7A7tVq9UaeWvoGcB+wO3tdnspsLRarT4E7AncM0C5JAGjJ44ZEkUoQNpqLgVOrdTqJwC3VWr1U9NW8/rIsSRJ67YwdgBJcQxIEdputxcAVKvVieTF6IfJu+V+rd1u/7JarZ4PJMCvgc7uc/OByX2tc/r06acApwDMnTv3mjPPPPMm4DFgKjCK/LyCHYFnyIveLYEU2Ja8xTcFduDZCyNPAR4FKsAq4PHi/hzy4zKpY53LgNnAdsBTwBhgQsfzS4r1TiMfbnw8+cn2Pc8vIv+PdmtgVrHtMR3PLyjWsZX75D6tzz4dfd37R8yeOWvyyDGjVoydOmHJM+mcCROnTV60dP6SkcsWLh05dddp82bPnDV51PjRy0dPHLN8/qx54yZVtlywePaCMcuXLBuxYsny4fNnzRs3euLYZSPHjlqx4Il54ybvMHXBwsfnjV2xbMXwnuXHTB63dPjI4asWPjV/7JQdt5o/P316fLZqVZiy09bzQwi7bWav07cmv+yAeeN2eMEXtzvi7a9+4ietL69auuSvMV+nTbBPm917z31yn9wn92kT7tN2IYR5Q2yfhuLr5D5tpvuUZdmg7c4esiwbkBVXq9UdgO8Cl7fb7Sur1eqUdrs9t3hud+BS4IvAG9rt9qnF9O8CF7bb7RkDEkoaIo676awL+rP8wifnjx6/9cSl/VnH1Udc3K8MA6VSq08F/ov8P/i3p63mE5EjSZL6EEKYnGWZ5/JLJTQg54RWq9VtgVuAc9vt9pXF5Jur1ep+PbMAvwTuBg6uVqtjqtXqZOAlwG8HIpOkZy2evWBM7AwDJW01Z5Ofi34XMKNSq++3jkUkSXFMiR1AUhwDNTDRecAWwEeq1eqt1Wr1VuBM4JLi/qvIR8KdBXwJ+DnwE+D8dru9ZIAySSosX7JsoM4H3yykrebKtNU8DzgduLFSq58cO5Mk6TmG7A+iktZuwLrjSho4/e2Ou2zh0hGjxo9e0Z91bK7dcXur1Oq7kZ8acDvwgbTV9IcuSdoMhBDGZFnm/8lSCXmBd6mEZs+c1ecAYENR2mo+COxP3u3rZ5VafYfIkSRJuR1jB5AUh0WoVEKjJ45dFjtDN6Wt5nzgGPLLR91dqdUPjRxJkpSPQiqphCxCpRIaOXZUv7riDkZpq5mlreZngeOAb1Zq9bMrtXqInUuSSsyuuFJJWYRKJbTgiXnjYmeIJW0128B+5C2j11Vq9YmRI0lSWW0VO4CkOCxCpRKavMPUUneBSlvNvwAHk1/4+RfF4EWSpO56LHYASXFYhEoltPDxeWNjZ4gtbTWXpK3mycAXgJ9XavW3xM4kSSUzNXYASXFYhEoltGLZiuGxM2wu0lbzCuBI4EuVWv3CSq3usZGk7hgVO4CkOCxCpRKauuu0ebEzbE7SVvNuYB/gAOCmSq3ur/OSNPAeiR1AUhwWoVIJlek6oesrbTWfAF4P3AfMqNTqr4gcSZKGOq8TKpWURahUQmMmj1saO8PmKG01V6St5tnAOcDNlVr9+NiZJGkIeyZ2AElxWIRKJTR85PBVsTNsztJW83rgEOC8Sq1+eaVW97wlSdr0SnfNakk5i1CphBY+Nb/0o+OuS9pqPkB+PdHtgVsrtXolciRJGmq2jB1AUhwWoVIJTdlxq/mxMwwGaas5DzgK+AFwT6VWf3XkSJI0lKSxA0iKwyJUKqH56dPjY2cYLNJWc1Xaal4InAhcX6nVz6jU6iF2LkkaAraNHUBSHBahUgllq1ZZRG2gtNW8GXglcDxwTaVWt5CXpP7xe6hUUn74pRKastPWdsfdCGmr+WfgQGA5cGelVt8lciRJGszsjiuVlEWoVEJz/vTEpNgZBqu01VwMnAB8BbijUqu/MW4iSRq0dogdQFIcFqFSCY3dcsKS2BkGs7TVzNJW83LgLcB/VGr1Cyq1uv+fStKGmRs7gKQ4/NIkSRspbTXvAPYBqsD3K7X6FpEjSZIkbfYsQqUSWjxnwZjYGYaKtNWcBRwKzCS/jMuekSNJ0mAxJXYASXFYhEoltOULtnkmdoahJG01l6et5hnAR4F2pVb/19iZJGkQeDR2AElxWIRKJTT34Scnxs4wFKWt5jfJu+Z+vFKrX1Kp1UfGziRJm7FK7ACS4rAIlUooDBuWxc4wVKWt5n3k54nuSt4qOi1yJEnaXK2KHUBSHBahUglNrGyxMHaGoSxtNZ8G3gT8BJhRqdUPjBxJkjZHj8cOICkOi1CphOY+8pTdcQdY2mquSlvNC4D3ADdUavVTK7V6iBxLkjYndseVSsoiVCqh8VtNXBw7Q1mkreaNwIHkxehVlVp9bORIkrS5mBM7gKQ4LEKlElq5fKWf/S5KW82HgAOAkcDtlVp958iRJGlzMCJ2AElx+EVUKqEl8xaNjp2hbNJWcyFwLNAE7qrU6odFjiRJsU2KHUBSHBahUglN3XXavNgZyihtNbO01bwEOAaYXqnVz6/U6v4/LKmsHokdQFIcfvmRSmj2zFmTY2cos7TVvA3YFzgS+E6lVvf1kFRGO8YOICkOi1CphEaMGrEydoayS1vNFHgNkAJ3V2r13SNHkqRuWxY7gKQ4LEKlEhq/7WRHx90MpK3msrTVfB9wEXBbpVY/OnYmSeqi2bEDSIrDIlQqoXmPzp4QO4OelbaaVwGHAZ+p1OqfrdTqjhgpqQy2ix1AUhwWoVIJTdhm8qLYGbS6tNX8FbAP8DLglkqtvk3kSJI00J6KHUBSHP7aLpXQ8sXL/OxvhtJWc3alVj8c+Bgwo1KrvzVtNe+OnUuSBsiY2AGkoaparQ4DLif/cXspcFK73X6o4/kzgXcBTxaT3g3MXNsym5ItoVIJLZ2/eFTsDOpb2mquTFvN84HTgBsrtfrJsTNJ0gDx1BBp4LwFGNNutw8A/g34XK/nXwHU2+32IcXtwfVYZpOxCJVKyOuEbv7SVvMG4GDgg5Va/YpKrW6LgaShxuuESgPnIOBHAO12+y7yU3467Q18qFqt/m+1Wv3Qei6zyViESiXkdUIHh7TVfBDYH5gC/LxSqz8/ciRJ2pS8TqjUD9OnTz9l+vTpMzpup3Q8PQnobHRYWa1WO0/H+hbwHuBQ4KBqtXrkeiyzyXhemFRCI8eMWhE7g9ZP2mrOr9TqxwBnkV9P9Ni01WzHziVJm8CS2AGkwezEE0/8KvDVNTz9DDCx4/Gwdru9AqBarQbgkna7Pa94/ANgr7Uts6nZEiqV0NipE/zDP4ikrWaWtpqfBY4Frq7U6mdXavUQO5ck9dPc2AGkIex24AiAarX6SuD+jucmAb+tVqsTioL0UOCX61hmk7IIlUromXSOg0EMQkUL6P7A0cB1lVp94joWkaTN2bTYAaQh7LvAkmq1egfwBeCD1Wr1X6vV6ilFC+h5wE+BnwMPtNvtm/paZqDChSzLBmrdkgbIcTeddUF/ll8wa+7YCdOmLO7POq4+4uJ+ZdDGKwYpuhR4FfBPxbmjkjSohBC2zLJsTuwckrrPllCphJbOXzIydgZtvLTVXJK2mieT/0r580qt/pbYmSRpI4yPHUBSHBahUgktW7jUInQISFvNK4AjgS9VavVPVmr14bEzSdIGGBc7gKQ4LEKlEvI6oUNH2mreTX4dr1cCP6zU6lMjR5Kk9eV1QqWSsgiVSsjrhA4taav5BPB64DfAjEqt/orIkSRpfXidUKmkLEKlEho1fvTy2Bm0aaWt5oq01TwbOAe4uVKrHx87kyStw6LYASTFYREqldDoiWMsQoeotNW8HjgEOK9Sq19eqdVHRY4kSWuyMHYASXFYhEolNH/WPAeDGMLSVvMBYD9ge+DWSq1eiRxJkvqydewAkuKwCJVKaFJlywWxM2hgpa3mPOAo4AfAPZVa/dWRI0lSb7NiB5AUh0WoVEKLZy8YEzuDBl7aaq5KW80LgROB6yu1+hmVWj3EziVJhSmxA0iKwyJUKqHlS5aNiJ1B3ZO2mjeTX8LleOCaSq3uBeIlbQ78QVQqKYtQqYS8Tmj5pK3mn4EDgeXAnZVafZfIkSTJ64RKJTUgrSHVanUkcCWwEzAa+ATwO+AqIAN+C7yv3W6vqlarJwPvBlYAn2i32zcORCZJz5o9c9bk7V6+4+zYOdRdaau5uFKrnwC8F7ijUqu/M201/T9XUiw7Ag/GDiGp+waqJfQ4YHa73T4YOBz4d+DzwIeLaQGoVavVacBpwKuAw4CLqtXq6AHKJKkweuLYZbEzKI601czSVvNy4C3AVyq1+gWVWt1eMZJicJA8qaQG6ovH9cBHOh6vAPYGbise/xB4LfklBG5vt9tL2+32POAhYM8ByiSpMHLsqBWxMyiutNW8A9gHOBT4fqVW3yJyJEnlsyR2AElxDEh33Ha7vQCgWq1OBL4NfBi4uN1uZ8Us84HJwCSg89y0nunPMX369FOAUwDmzp17zZlnnnkT8BgwFRhFfl7BjsAz5EXvlkAKbEtebKfADsDcYpVTgEeBCrAKeLy4P4f8uEzqWOcyYDawHfAU+Yn0EzqeX1KsdxrwJDAeGNfx/CLyCzJvTT4c+ZRiHT3PLyjWsZX75D6tzz4dfd37R8yeOWvyyDGjVoydOmHJM+mcCROnTV60dP6SkcsWLh05dddp82bPnDV51PjRy0dPHLN8/qx54yZVtlywePaCMcuXLBuxYsny4QuemDdu9MSxy0aOHbViwRPzxk3eYeqChY/PG7ti2YrhPcuPmTxu6fCRw1ctfGr+2Ck7bjV/fvr0+GzVqjBlp63nhxB283Ua/Ps0fOy49259yJtOC8NH/GrKy/Y/bd59d/94sO/TUHyd3Cf3aYju03YhhK2G2D4NxdfJfdpM9ynLskHbnT1kWbbuuTZCtVrdAfgucHm73b6yWq3+td1uP694rga8DrgFeEO73T61mP5d4MJ2uz1jQEJJQ8RxN511QX+WXzR7wehxUycs7c86rj7i4n5l0OalUqv/K/BF4PS01fxm7DyShr4QwqQsy56JnUNS9w1Id9xqtboteYF5brvdvrKYfG+1Wj2kuH848HPgbuDgarU6plqtTgZeQj5okaQBtPDxeWNjZ9DmpSg8q8DHK7X6Fyu1+sjYmSQNeVNjB5AUx0CdE3oesAXwkWq1emu1Wr2VvEtuo1qt3knepP3tdrs9C/gSeUH6E+D8drvt+QHSAFuxbMXw2Bm0+UlbzfvIzxPdBWhXavVpkSNJGtpGxQ4gKY4B644raeD0tzvusoVLR4waP7pfgxPZHXfoKkbL/ShwEnBMMYiRJG1SIYQxWZbZ+CCVkMPySyU0e+asPgcAkwDSVnNV2mpeALwHuKFSq59aqdVD5FiShp4dYweQFIdFqFRCYyaP69egRCqHtNW8ETiQvBi9qlKrey6xpE3JQYmkkrIIlUpo+Mjhq2Jn0OCQtpoPAQcAI4HbK7X6zpEjSRo6vGa1VFIWoVIJLXxqvi1aWm9pq7kQOBZoAndVavXDIkeSNDRsGTuApDgsQqUSmrLjVvNjZ9DgkraaWdpqXgIcDUyv1OrnFwMYSdLGSmMHkBSHXyCkEpqfPj0+dgYNTmmr+TNgX+BI4DuVWt1BriRtrG1jB5AUh0WoVELZqlWOdKqNlraaKfAa8laMuyu1+u6RI0kanPweKpWUH36phKbstLXdcdUvaau5LG013wdcBNxWqdWPjp1J0qBjd1yppCxCpRKa86cnJsXOoKEhbTWvAg4DPlOp1T9bqdVHRI4kafDYIXYASXFYhEolNHbLCUtiZ9DQkbaavwL2AV4G3FKp1beJHEnS4DA3dgBJcViESpL6LW01ZwOHA3cCMyq1+n6RI0mSpM2URahUQovnLBgTO4OGnrTVXJm2mucDpwE3Vmr1k2NnkrRZmxI7gKQ4LEKlEtryBds8EzuDhq601bwBOBj4YKVW/1qlVvdHD0l9eTR2AElxWIRKJTT34Scnxs6goS1tNR8E9gcmAz+v1OrPjxxJ0uanEjuApDgsQqUSCsOGZbEzaOhLW835wDHAdeTXE61GjiRp87IqdgBJcViESiU0sbLFwtgZVA5pq5mlreZngWOBqyu1+tmVWj3EziVps/B47ACS4rAIlUpo7iNP2R1XXZW2mm3y7rlHA9dVanXfg5LsjiuVlEWoVELjt5q4OHYGlU/aav4FeDX5tQF/UanVd4scSVJcc2IHkBSHRahUQiuXr/SzryjSVnNJ2mqeDHwB+N9Krf5PsTNJimZE7ACS4vCLqFRCS+YtGh07g8otbTWvAN4IfLFSq3+yUqsPj51JUtdNih1A0sYLIbxqfab1xSJUKqGpu06bFzuDlLaadwP7AK8Eflip1adGjiSpux6JHUBSv1y6ntOewyJUKqHZM2dNjp1BAkhbzSeA1wO/BmZUavVXRI4kqXt2jB1A0oYLIRwQQvh/wNYhhDM7bhcA69WzySJUKqERo0asjJ1B6pG2mivSVvMc4Bzg5kqtfnzsTJK6YlnsAJI2yihgAvl53RM7bs8Ab12fFXhCuFRC47ed7Oi42uykreb1lVr9d8B3KrX6/sAZaavpl1Rp6JodO4CkDZdl2W3AbSGEq7IseySEMD7Lsg26Br0toVIJzXt09oTYGaS+pK3mA8B+wPbAbZVa3esISkPXdrEDSOqX7UMIvwN+DxBCeFkI4fL1WdAiVCqhCdtMXhQ7g7Qmaas5DzgK+D5wT6VWf3XkSJIGxlOxA0jql0uAwyh6NWRZ9hvy64Gvk0WoVELLFy+zK742a2mruSptNT8JnAhcX6nVz6jU6iF2Lkmb1JjYAST1T5Zlj/aatF7jjliESiW0dP7iUbEzSOsjbTVvJr+Ey/HANZVafXzkSJI2HU8NkQa3R0MIBwJZCGFUCOEsiq6562IRKpWQ1wnVYJK2mn8GDgSWA3dWavVdIkeStGl4nVBpcHsP8D6gAvwVeHnxeJ0sQqUS8jqhGmzSVnMxcALwFeCOSq1+ZNxEkjYBrxMqDWJZlj2VZdmxWZZtm2XZNlmWHZdl2XqNeu15YVIJjRwzakXsDNKGSlvNDLi8Uqv/GriuUqt/DfhY2mquihxN0sZZEjuApI0XQvhSH5PnATOyLGutbVlbQqUSGjt1gn/4NWilreYdwD7AocD3K7X6FpEjSdo4c2MHkNQvY8i74M4sbnsCWwLvCiFcsrYFLUKlEnomneNgEBrU0lZzFlAl/6N3T6VW3zNyJEkbblrsAJL6ZRfg0CzLLs2y7FLgtcBLgH8CXr+2BS1CpRKaOM3rhGrwS1vN5WmreQbwUaBdqdWPjZ1J0gZ5MnYASf1SATpHrR8PbJ9l2Upg6doWtAiVSmjp/CUjY2eQNpW01fwmeavoxyq1+hcrtbrvb2lw8JJL0uD2GeDXIYTpIYSrgHuBi0MI44H/WduCFqFSCS1buNQv6RpS0lbzPvLzRHchbxW1m5+0+RsXO4CkjRNCGEZ+TdADgRuK20FZln0ty7KFWZadvbblLUKlEvI6oRqK0lbzaeBNQBuYUanVD4wcSdLaeZ1QaZDKsmwV8Lksyx7LsqyVZdkNWZb9bX2XtwiVSsjrhGqoSlvNVWmr2SC/gPYNlVr91EqtHmLnktQnrxMqDW63hBD+OYSwwX9nLUKlEho1fvTy2BmkgZS2mjeSdxF6D3BVpVYfGzmSpOdykDxpcDsTuB5YGkJ4JoQwP4TwzPosaBEqldDoiWMsQjXkpa3mQ8ABwEjgjkqtvnPkSJJWtzB2AEkbL8uyiVmWDcuybFSWZZOKx5PWZ1mLUKmE5s+a52AQKoW01VwIHAtcBdxVqdUPi5tIUoetYweQ1D8hhC1CCPuFEF7dc1uf5UYMdDBJm59JlS0XxM4gdUvaambAFyu1+r3Atyq1+mXARWmruSpyNKnsZsUOIGnjhRBOAk4Hnvf/27v3+D6qOv/jr9M2adI2TWlaaBmwXAVXBREoF+V6FBRxB7m5KzhrWbkorj9wgcUFd0FXhAV0WXdBK9o6y0VAhVkQAT3IRSpCuSwqguUi4khbmtI0vaRJmvP7Y6YYsJdvm8tJMu/n45FHv9+ZOfN9T/No5/uZOXMO8CSwP/AL4PBNtdWdUJEKWt26oiF0BpHBlmfpA8C+wNHAD6M40QBdImFNCh1ARPrk/1GcV1/y3h8G7AW8WktDFaEiFdTV0aleEFJJeZbmwCFADjwSxcnbA0cSqTJdEBUZ3jq89x0Axpix3vtngN1qaVhTEWqMcbUsE5HhQfOESpXlWdqZZ+mZwFeA+6I4OTF0JpGK0jyhIsPbH40xk4DbgJ8YYzKgprlCN1qEGmMajDGTgSnlQ6eTy58dgG37GFpEAtE8oSKQZ+lc4EjgsihOLo/iRD0ERAaX5gkVGca89x/x3i/z3l8EfAH4NhDX0nZTJ9zTgbMoCs7HgHUTkS4H/nuL0opIcGObGjtDZxAZCvIsfTyKk32AG4F7ojj5mzxLF4fOJVIRGiRPZIBYa0cBVwN7AmuATzrnnlvPdrOBpc6588v3TwDresy96JybtaHPMMb8j/f+4wDe+/vXLQM+vql8G70T6r2/ynu/I3CO934n7/2O5c+e3vv/2tTORWRoqmus7w6dQWSoyLO0FfggxYh+86M4mRk4kkhVdIQOIDKCHQM0OOcOAM4HrnzzBtba04F39nrfAOCcO7T82WABWnrDuArGmNHA3rWEq+mZUO/9140xBxpjPmaMSdb91NJWRIaeFYs1T6hIb3mWrs2z9ALgs8CPojg5NXQmkQqYEjqAyAj2XuAuAOfcw8A+vVdaaw+gmFLlm70W7wmMs9beY62911q7//p2bIz5vDGmHdjDGLO8/GkHFgNZLeFq8Fxz8wAAIABJREFUev6lvK26M8X8L2vLxR5Ia2kvIkNL8/Yt6gIlsh55lt4WxclvgVujONkP+EyepbpbIzIwXgkdQGQ4mzNnzmnAab0WzZ41a9bs8vVE/tytFmCttXaMc67bWjsduAj4CNB7cL5VwBXAtcCuwI+ttbs5597Qg857/xXgK8aYr3jvP78l2WsdhGEf4K+8935LPkREhpaVi9oax7VMWBM6h8hQlGfps2UB+h3gwShOjsuz9A+hc4mMQC0U44yIyBYoC87ZG1i9HGjq9X5Ur2LyBIqeCHcC0yjufj5DMT7Cc845D/zOWtsKTAdeXt8HbGkBCrXPE/rrMqCIjADdnd2jQ2cQGcryLG2nuDp8M8V8ojZwJJGRqD50AJER7CHgKICyW+2v1q1wzv2nc25v59yhwKXADc65ucAplM+OWmu3pbibOiA9Fmq9EzoFeNoY8wjF6EoAeO//emONrLX7AZc55w611r4buB1YUK6+xjl3k7X2VIpReLuBf3PO3bG5ByEim0fzhIpsWp6lHrg8ipPHgOujOPkqcEW5XET6TvOEigycW4H3W2vnUcxwMsta+zFggnNuQ3dPvw3Mtdb+nOLRy1Pe3BW3v5haetgaYw5Z3/J1Q/Guj7X2PIrheVc65/a31n4SaHbOXdlrm2nATyi6+zYAPwf2cc6pm6DIRpx85zkX9aX9K0++1DL9XTNa+7KP6466ok8ZRIaTKE7eAnyf4kvzKeWdUhHpA2PMbt77Z0PnEJEtZ4x5L7Cr936OMWYqMMF7/+Km2tU6Ou796/vZRLPngWN7vd8b+JC19gFr7bettU3ATOAh59wa51wb8BywRy2ZRGTLNTSP04Uekc1QPhN6MLAM+GUUJ7sFjiQyEuh5UJFhzBjzr8A/AeueDa0Drqulba2j47ZT3JKFov9+HbDSez9xQ22ccz+w1u7Qa9EjwLXOucestRcA/0ox2m7vboHtQPP69td79Kdly5Zd/7nPfe5Oij7KLWWml4AZFP+hdQOTgRzYhqLYzoHtKb5AAEyieMg2AnqAReXrpRR/LxN77bMTWPdg7hKKu7YTeq3vKPc7DXgVGA+M67V+FbASmAosLD+7odf6FeU+puiYdEy1HNMJN39mTOuChc11DfXdjS0TOpbnSyc0TWtetaa9o65z5Zq6ll2ntbUuWNhcP35s19imhq72hW3jJkaTV6xuXdHQ1dE5pn782M5XnnypZWxTY2ddY333isVt45q3b1mxclFbY3dn9+h17Ruax60ZXTe6Z+WS9sZJM6a0t+evjfc9PWbSDlPbjTG76fekY6rgMf3T1EM+9OkxE7d6aOrBR/3zkgd/fP8IOKaR+HvSMQ2PY2oozyUj6ZhG4u9JxzREj2kI9CT4CLAX8DiA9/5PxpimjTcp1NQd9y8aGXMMMNN7/88b264sQr9Xdsed5JxbVi7/K+DrwFXAB5xzny6X3wp82Tk3f7NDiVSIuuOKhBXFyUzgFuB64At5lq7dRBMReRN1xxUZ3owxj3jvZxpjHvfev9sYMx74hfd+kz1bax0d9w2897cBh29ms7uttTPL1xZ4jOLu6EHW2gZrbTPwNoqReEVkAE2aMUXPs4n0QZ6ljwD7Ukz0/eMoTloCRxIZjvLQAUSkT242xnwTmGSMORX4KfCtWhrWVIQaY47t9XO8MeZS/tw9t1afAv7DWnsf8B6KkXAXAv8JPAjcC1zgnNOk4CIDrD1/bXzoDCLDXZ6li4EjKB4tmR/FybsDRxIZbrYJHUBEtpz3/gqKQft+AOwG/Iv3/uu1tK11dNw5vd52A78HvuW9X7zZaUWkz/raHXfRU3+YvM0eb1nal32oO67In0VxcgJwNXBunqVzA8cRGRaMMbt67xdseksRGWlqGpjIez9roIOIyOCZtMNUdccV6Ud5lt4SxcnTwA/L50XPyrO0M3QukSFO3XFFhrE3DV67ThswH/hH7/0LG2pba3fc7YwxtxpjFhtjFhljfmCM2W7LI4tISEtfWLzBka1FZMvkWfobiqnHtgXuj+IkChxJZKjbPnQAEemTrwLnUoz6ux1wDsUzod8DvrOxhrUOTDQH+F+KE2sE3F4uE5FhqHHyBD17LTIA8ixto5gj+3bg0ShODg4cSWQoW7bpTURkCPuA9/6b3vt27/1y7/1s4Cjv/U3AVhtrWGsROtV7P8d7313+zKWYW0dERER6ybO0J8/SS4BZwC1RnJwVxYkJnUtERKSf9RhjTjTGjCp/Tuy1bqMDD9VahC4xxpxsjBld/pxMMaGqiAxDq5euaAidQWSky7P0boopXP4OuD6KE41KLfJGk0IHEJE+OQn4OLAYWFS+PtkY0wh8ZmMNay1CTwFOBBYCrwDHU1zhFZFhaPJOWy8PnUGkCvIsfRE4EOgCHo7iZJfAkUSGkpdDBxCRLee9f8F7/2Hv/RTv/dTy9XPe+9Xe+59vrG2tReiXgL8rd741RVF6UR9zi0ggy37/alPoDCJVkWfpauATwDXAvChOjg6bSGTI0OBdIsOYMabBGHOmMeZqY8x31v3U0rbWInQP7/1r695475cCe21JWBEJz4watekJgkWk3+RZ6vMsvRo4BvhGFCcXRXFS6zlYZKTqCR1ARPrkf4BpwJHA/RQj5NY0DWCtJ8BRxpjXRzgyxkymxjlGRWToaYq2Whk6g0gV5Vk6D9gHOBy4PYqTjY4eKDLCLQodQET6ZBfv/ReAld777wIfAt5ZS8Nai9ArgXnGmC8ZY74IzAP+fYuiikhwy15aou64IoHkWboQsMACimlc9ggcSSQUdccVGd66yj+XGWPeATQDO9TSsKYi1HufAsdRXLF6FTjWe/8/m59TRIaC8VOaVofOIFJleZZ25Vl6FvAvgIvi5KTQmUQCWBo6gIj0yeyyt+yFwP8CTwOX1dKw5i613vunyx2LyDC3tmutnkUTGQLyLL0hipNfAz+M4mQmcE6epV2baicyQujRLpFhyhgzClhejhv0ALDT5rTXF1GRCupoWzU2dAYRKeRZ+hSwL7ALxV3RaYEjiQyWiaEDiMiW8d73sIm5QDdGRahIBbXsOq0tdAYR+bM8S18DPgw4YH4UJwcGjiQyGF4KHUBE+uQnxphzjDHbG2Mmr/uppaGKUJEKal2wsDl0BhF5ozxLe/IsvRg4A7gtipMzozgxoXOJDKAZoQOISJ+cApxJ0R33sfJnfi0NVYSKVNCY+jFrQ2cQkfXLs/QO4EDgdGBuFCeNgSOJDJTO0AFEZMt573dcz09Nz4aqCBWpoPHbNGt0XJEhLM/S54ADgDpgXhQnOwaOJDIQWkMHEJEtZ4wZZ4y50Bgzu3y/qzHm6FraqggVqaC2l1snhM4gIhuXZ+lK4CRgLvBwFCdHhk0k0u+mhw4gIn0yh6JHw7pxDP4I/FstDVWEilTQhK2bV4XOICKblmepz7P0KuAEYE4UJxdEcaJzt4wUS0IHEJE+2dl7/+9AF4D3fjVQ01gGOpGJVFDX6k7NzSYyjORZ+gDFNC5HU8wpqsHFZCRoCB1ARPqk0xjTCHgAY8zOwJpaGqoIFamgNe2r60NnEJHNk2dpDhwC5MCjUZy8PXAkkb7SoyEiw9tFwF3A9saY6ymmGTuvloYqQkUqSPOEigxPeZZ25ll6JnAJcF8UJyeGziTSB5onVGQY897fAxwLfAK4EdjHe39fLW1VhIpUkOYJFRne8iydCxwJXBbFyeVRnKiLvQxHmidUZBgzxvwvcARwn/f+Du99zc95qwgVqaC6hvru0BlEpG/yLH0c2AfYA7gnipOtA0cS2VwdoQOISJ9cCRwEPG2MucUYc7wxpqZnvVWEilRQY8sEnfhFRoA8S1uBo4BfAPOjOJkZOJLI5lgWOoCIbDnv/f3e+08DOwGzgROBxbW0VREqUkHL86UaDEJkhMizdG2epRcAnwV+FMXJqaEzidRoWugAItI35ei4xwFnUIzi/t1a2qkIFamgpmmaJ1RkpMmz9DbgvcDZUZxcG8WJpr+Qoe7V0AFEZMsZY24CfgscDvw3xbyh/1BLWxWhIhW0pr2jLnQGEel/eZY+C+wHNAMPRnHylsCRRDZmfOgAItIncygKzzO89/cCBxhj/ruWhipCRSqoc+UaFaEiI1Sepe0Uz+XcBDwSxYkNHElkQ8aFDiAiW857fxfwTmPMZcaY3wP/BjxTS1sN6S5SQZonVGRky7PUA1dEcfI4cH0UJ18FriiXiwwVmidUZBgyxrwV+Bvgb4FWiouexnt/WK370J1QkQrSPKEi1ZBn6b0U3XNPAG6O4qQpcCSR3jRPqMjw9AxggQ9779/rvf86sHZzdqAiVKSC6seP7QqdQUQGR56lfwAOppgO45dRnOweOJLIOhokT2R4Og5YCPzMGPMtY4wFzObsQEWoSAWNbWpQESpSIXmWduRZeirwNYoBiz4SOpMIsDJ0ABHZfN77W733HwV2B+4Dzga2McZcY4w5opZ9qAgVqaD2hW0aDEKkgvIs/RbwIeA/oji5JIqT0aEzSaVNDR1ARLac936l9/567/3RwHbAk8D5tbRVESpSQROjyStCZxCRMPIsfYRiQvH9gR9HcdISOJJU18LQAUSkf3jvl3rvv+m9P7yW7VWEilTQ6tYVmsRepMLyLF0MHEFx1Xp+FCfvDhxJqmlS6AAiEoaKUJEK6uro1PRMIhWXZ2l3nqXnAecBd0dx8onAkaR6dEFUpKJUhIpUkOYJFZF18iy9BTgU+HwUJ1dHcVIfOJJUh+YJFakoFaEiFaR5QkWktzxLfwPMBLYF7o/iJAocSapB84SKVJSKUJEKGtvU2Bk6g4gMLXmWtgHHArcDj0ZxcnDgSDLyaZA8kYpSESpSQXWN9d2hM4jI0JNnaU+epZcAs4Bbojg5K4qTzZqAXGQzdIQOICJhqAgVqaAVizVPqIhsWJ6ld1NM4fJ3wA1RnIwPHElGpimhA4hIGCpCRSqoefsWdYESkY3Ks/RF4EBgDfBwFCe7BI4kI88roQOISBgqQkUqaOWitsbQGURk6MuzdDVF19yrgXlRnBwdOJKMLC2hA4hIGCpCRSqou7N7dOgMIjI85Fnq8yy9BjgG+EYUJxdFcaLvD9IfNB2QSEXpJCJSQZonVEQ2V56l84B9gMOB26M42SpwJBn+NE+oSEWpCBWpIM0TKiJbIs/ShYAFFgDzozjZM3AkGd40T6hIRakIFamghuZxa0JnEJHhKc/SrjxLzwK+APw0ipOTQmeSYWt56AAiEoaKUJEKGl03uid0BhEZ3vIsvYHirujFUZxcFcVJXehMMuxozmqRilIRKlJBK5e0a3RcEemzPEufAvYFdgFcFCfTAkeS4WVy6AAiEoaKUJEKmjRjSnvoDCIyMuRZ+hrwYcBRPCd6YOBIMnzkoQOISBgqQkUqqD1/bXzoDCIycuRZ2pNn6cXAGcBtUZycGcWJCZ1LhrxtQgcQkTBUhIpUkO/p0ZdDEel3eZbeARwInA7MjeJEXf9lY/Q9VKSixgzkzq21+wGXOecOtdbuAswFPPBr4EznXI+19lSKk1U38G/OuTsGMpOIwKQdpqo7rogMiDxLn4vi5ADgW8C8KE6OzbP0xdC5ZEhSd1yRihqwK1DW2vOAa4GGctFXgQudcwcBBoittdOAzwLvAY4EvmKtHTtQmUSksPSFxRNDZxCRkSvP0pXASRQXnx+O4uTIsIlkiNo+dAARCWMgu0E8Dxzb6/3ewP3l6x8D7wNmAg8559Y459qA54A9BjCTiACNkyd0hM4gIiNbnqU+z9KrgBOAOVGcXBDFibpfSm/LQgcQkTAGrDuuc+4H1todei0yzjlfvm4HmoGJQFuvbdYt/wtz5sw5DTgNYNmyZdd/7nOfuxN4BWgB6oGXgBkUEx93Uwz7nVM89D6qfL09f/4PbxLwMhABPcCi8vVSir+Xib322Qm0AtOBJRR3dyf0Wt9R7nca8CowHhjXa/0qYCUwFVhYfnZDr/Uryn1M0THpmGo5phNu/syY1gULm+sa6rsbWyZ0LM+XTmia1rxqTXtHXefKNXUtu05ra12wsLl+/NiusU0NXe0L28ZNjCavWN26oqGro3PMmMb6rleefKllbFNjZ11jffeKxW3jmrdvWbFyUVtjd2f36HXtG5rHrRldN7pn5ZL2xkkzprS356+N9z09ZtIOU9uNMbvp96Rj0jHpmGo4pmfH77T7Rye+fe8rfHf3YY3T3/KPHQtffn6YH9NI/D2FOKZxxphJI+yYRuLvScc0RI/Je/8sw5Tx3m96qy1UFqHfc87tb639o3Nuu3J5DLwfuAf4gHPu0+XyW4EvO+fmD1gokRHg5DvPuagv7V958qWW6e+a0dqXfVx31BV9yiAi1RLFST3wNYrz/0fyLP1N4EgSmDFmt+H8JVpEttxgdot5wlp7aPn6g8CDwCPAQdbaBmttM/A2ikGLRGQATd5p6+WhM4hIteRZ2pln6ZnAl4H7ojg5MXQmCe7l0AFEJIzBLEL/EbjYWvsLilva33fOLQT+k6IgvRe4wDmnZ9VEBtiy37/aFDqDiFRTnqXfBY4ALovi5PIoTgZ0pH4Z0qLQAUQkjAHtjisiA6Ov3XEX//qPW239ju1e68s+1B1XRPoiipMW4AagDvibPEsXB44kg8wYs7P3/vnQOURGImvtKOBqYE9gDfBJ59xz69luNrDUOXd+rW36g0apE6mgpmirlaEziEi15VnaChwF/AKYH8XJfoEjyeBbFDqAyAh2DNDgnDsAOB+48s0bWGtPB965OW36i4pQkQpa9tISdccVkeDyLF2bZ+kFFHOG3xHFyamhM8mgUndckYHzXuAuAOfcw8A+vVdaaw8A9ge+WWub/qTnMEQqaPyUptWhM4iIrJNn6W1RnPwW+GF5R/QzeZZqjIiRb2noACLDWe8pLEuzZ82aNbt8/eapMNdaa8c457qttdOBi4CPAL0Hidtgm/7OriJUpILWdq1VLwgRGVLyLH02ipP9ge8AD0ZxclyepX8InUsGlL6HivRBWXDO3sDq5UDvnm+jehWTJ1DMg3onxdyj46y1z2yiTb/SF1GRCupoWzU2dAYRkTfLs7Sd4qr8TcAjUZzYwJFkYE0MHUBkBHuI4rl7rLX7A79at8I595/Oub2dc4cClwI3OOfmbqxNf9MVKJEKatl1WtumtxIRGXx5lnrgiihOHgeuj+Lka8Dl5XIZWV4KHUBkBLsVeL+1dh5ggFnW2o8BE5xzG7p7+hdtBiqcpmgRGYb6OkXLK0++1DL9XTNa+7IPTdEiIgMtipO3AN8H/gDMKu+UyghhjNnNe/9s6BwiMvjUHVekgsbUj1kbOoOIyKaUz4QeDLwG/DKKk90DR5L+1Rk6gIiEoSJUpILGb9Os0XFFZFjIs7Qjz9JTga8CD0Rx8pHQmaTf9KlHjogMXypCRSqo7eXWCaEziIhsjjxLrwWOBv4jipNLojgZHTqT9Nn00AFEJAwVoSIVNGHr5lWhM4iIbK48Sx8B9qWYYP3HUZxMCRxJ+mZJ6AAiEoaKUJEK6lrdqZGxRWRYyrN0MXAE8CQwP4qTdweOJFuuIXQAEQlDRahIBa1pX10fOoOIyJbKs7Q7z9LzgHOBu6M4+UTgSLJl9GiISEWpCBWpIM0TKiIjQZ6ltwCHAJ+P4uTqKE50gW140TyhIhWlIlSkgloXLGwOnUFEpD/kWfo0MBPYFrg/ipMocCSp3YzQAUQkDBWhIhVU11DfHTqDiEh/ybO0DTgWuB14NIqTQwJHktp0hA4gImGoCBWpoMaWCTrxi8iIkmdpT56llwCzgJujODk7ihMTOpds1LLQAUQkDBWhIhW0PF+qwSBEZETKs/RuiilcEuCGKE7GB44kGzYtdAARCUNFqEgFNU3TPKEiMnLlWfoicCCwBng4ipNdAkeS9Xs1dAARCUNFqEgFrWnvqAudQURkIOVZupqia+7VwLwoTo4OHEn+ku5Si1SUilCRCupcuUZFqIiMeHmW+jxLrwGOAb4RxcnFUZzou8/QMS50ABEJQ/8Ri1SQ5gkVkSrJs3QesA9wGHB7FCdbBY4kBc0TKlJRKkJFKkjzhIpI1eRZuhCwwAJgfhQnewaOJJonVKSyVISKVFD9+LFdoTOIiAy2PEu78iw9C/gC8NMoTk4KnaniNEieSEWpCBWpoLFNDSpCRaSy8iy9geKu6MVRnFwVxYmekw9jZegAIhKGilCRCmpf2KbBIESk0vIsfQrYF9gFuDeKk+mBI1XR1NABRCQMFaEiFTQxmrwidAYRkdDyLH0N+DDwU+DRKE4ODBypahaGDiAiYagIFamg1a0rGkJnEBEZCvIs7cmz9GLgDOC2KE7OjOLEhM5VEZNCBxCRMFSEilRQV0fnmNAZRESGkjxL7wAOBE4H5kZx0hg4UhXogqhIRakIFakgzRMqIvKX8ix9DjgAGAPMi+Jkx8CRRjrNEypSUSpCRSpI84SKiKxfnqUrgZOBucDDUZwcGTbRiKZ5QkUqSkWoSAWNbWrsDJ1BRGSoyrPU51l6FXACMCeKkwujONF3pv6nQfJEKkr/oYpUUF1jfXfoDCIiQ12epQ9QTOPyIeDWKE7Ui6R/dYQOICJhqAgVqaAVizVPqIhILfIszYFDgD9STOPy9sCRRpIpoQOISBgqQkUqqHn7FnWBEhGpUZ6lnXmWngl8GbgvipMTQ2caIV4JHUBEwlARKlJBKxe1aeoBEZHNlGfpd4EjgMuiOLk8ihNNd9U3LaEDiEgYKkJFKqi7s3t06AwiIsNRnqVPAPsAewD3RHGydeBIw1l96AAiEoaKUJEK0jyhIiJbLs/SVuAo4BfA/ChO9gscabjSPKEiFaUiVKSCNE+oiEjf5Fm6Ns/SC4DPArdHcXJq6EzDkOYJFakoFaEiFdTQPG5N6AwiIiNBnqW3AQcBZ0Vxcm0UJw2hMw0jy0MHEJEwVISKVNDoutE9oTOIiIwUeZY+C+wPNAMPRnHylsCRhgvNWS1SUSpCRSpo5ZJ2jY4rItKP8ixtB04EbgIeieLEBo40HEwOHUBEwlARKlJBk2ZMaQ+dQURkpMmz1OdZegXwMeD6KE7Oi+LEhM41hOWhA4hIGCpCRSqoPX9tfOgMIiIjVZ6l9wIzgeOBW6I4aQocaajaJnQAEQlDRahIBfmeHl2ZFxEZQHmW/gE4GFgK/DKKk90DRxqK9D1UpKL0j1+kgibtMFXdcUVEBliepR15lp4GfBV4IIqTj4TONMSoO65IRakIFamgpS8snhg6g4hIVeRZei1wNPAfUZxcEsXJ6NCZhojtQwcQkTBUhIpUUOPkCR2hM4iIVEmepY8A+1JM5fLjKE6mBI40FCwLHUBEwlARKiIiIjII8ixdDBwBPAnMj+Lk3YEjiYgEoSJUpIJWL13REDqDiEgV5VnanWfpecC5wN1RnHwicKSQJoUOICJhqAgVqaDJO229PHQGEZEqy7P0FuAQ4PNRnFwdxUl96EwBvBw6gIiEoSJUpIKW/f5VzVknIhJYnqVPU8wnui1wfxQnUeBIg61qxysipTGD/YHW2ieAtvLti8CXgbmAB34NnOmc6xnsXCJVYkaN8qEziIgI5FnaFsXJscD5wKNRnPxtnqX3h841SPR9T6SiBvVOqLW2AcA5d2j5M4ti7qwLnXMHAQaIBzOTSBU1RVutDJ1BREQKeZb25Fl6CTALuDmKk7OjODGhcw2CRaEDiEgYg90dd09gnLX2Hmvtvdba/YG9gXVX/H4MvG+QM4lUzrKXlqg7rojIEJNn6d0UU7h8HLghipPxgSMNNHXHFamowe6Ouwq4ArgW2JWi6DTOuXVdA9uB5vU1nDNnzmnAaQDLli27/nOf+9ydwCtAC1APvATMAJYD3cBkIAe2oSi2c4pJkdfNSTWJ4oH4iKI7yKLy9VKKv5eJvfbZCbQC04ElQAMwodf6jnK/04BXgfHAuF7rVwErganAwvKzG3qtX1HuY4qOScdUyzGdcPNnxrQuWNhc11Df3dgyoWN5vnRC07TmVWvaO+o6V66pa9l1WlvrgoXN9ePHdo1tauhqX9g2bmI0ecXq1hUNXR2dY+rHj+185cmXWsY2NXbWNdZ3r1jcNq55+5YVKxe1NXZ3do9e176hedya0XWje1YuaW+cNGNKe3v+2njf02Mm7TC13Rizm35POiYdk45Jx9T/x1Q/eesTt9r3kH8fVT/2lxPfttfZ7c88+cxwP6YN/J56ynPJSDqmkfh70jEN0WPy3j/LMGW8H7xHw6y1Y4FRzrnV5ftHgL2dc6PL9zHwfufcZwYtlMgwdPKd51zUl/avvfjqhK12nLqiL/u47qgr+pRBREQ2rOyOewZwMXBKnqV3BI7U74wx0733r4TOISKDb7C7454CXAlgrd2W4grAPdbaQ8v1HwQeHORMIpXT0bZqbOgMIiKyYXmW+jxLrwGOAb4RxcnFUZyMtFkNJoYOICJhDPZ/Zt8GJllrfw7cRFGU/j/gYmvtLyhudX9/kDOJVE7LrtPaNr2ViIiElmfpPGAf4DDg9ihOtgocqT+9FDqAiIQxqM+EOuc6gY+tZ9Uhg5lDpOpaFyxsnv6uGa2hc4iIyKblWbowihMLXA7Mj+Lk2DxL/y90rn4wAxi2z7SJyJYbad06RKQGY+rHrA2dQUREapdnaVeepWcBFwI/jeLkpNCZ+kFn6AAiEoaKUJEKGr9N8+rQGUREZPPlWXojYIGLozi5KoqTutCZ+kA9ckQqSkWoSAW1vdw6IXQGERHZMnmWPgXsC+wC3BvFyfTAkbbUcM0tIn2kIlSkgiZs3bwqdAYREdlyeZa+BnwY+CnwaBQnBwaOtCWWhA4gImGoCBWpoK7VnYM6KJmIiPS/PEt78iy9GDgduC2KkzPL+UWHi4bQAUQkDBWhIhW0pn11fegMIiLSP/Is/RFwAEUxOjeKk8bAkWqlR0NEKkpFqEgFaZ5QEZEvuaK6AAATuUlEQVSRJc/S5ykK0THAvChOdgwcqRaaJ1SkolSEilRQ64KFzaEziIhI/8qzdCVwMjAXeDiKkw+ETbRJM0IHEJEwVISKVFBdQ3136AwiItL/8iz1eZZeBZwAfCeKkwujOBmq3/c6QgcQkTCG6n9KIjKAGlsm6MQvIjKC5Vn6AMU0LkcBt0ZxMhR7wCwLHUBEwlARKlJBy/OlGgxCRGSEy7M0Bw4F/kgxjcvbwyb6C9NCBxCRMFSEilRQ0zTNEyoiUgV5lnbmWXom8GXgvihOTgydqZdXQwcQkTA0V6BIBa1p76ibMI3VoXOIiMjgyLP0u1GcPAX8MIqTmcD5eZaGHh9gPLA0cAaREclaOwq4GtgTWAN80jn3XK/1xwHnAx6Y7Zy7tlz+BLBuFoUXnXOzBiKfilCRCupcuaYudAYRERlceZY+EcXJPsANwE+iOPlonqWLA0YaF/CzRUa6Y4AG59wB1tr9gSuBGMBaOxq4FNgHWAE8ba29rXyNc+7QgQ6n7rgiFaR5QkVEqinP0laKwYrmAfOjONkvYBzNEyoycN4L3AXgnHuYouCkfL8WeJtzrg1oAQxFAbonMM5ae4+19t6yeB0QKkJFKkjzhIqIVFeepWvzLL0A+CxwexQnpwaKonlCRfpgzpw5p82ZM2d+r5/Teq2eyJ+71QKstda+3gvWOddtrT0W+D/gAaALWAVcARwJnAFc37tNf1J3XJEKqh8/tit0BhERCSvP0tuiOPktxXOi+wGfybN0MKfw0iB5In0wa9as2cDsDaxeDjT1ej/KOfeG58Cdcz8su+HOBRKKrvrPOec88DtrbSswHXi5v7PrTqhIBY1talARKiIi5Fn6LLA/0Aw8GMXJWwbx41cO4meJVM1DFF3vKbvV/mrdCmvtRGvt/dbasc65Hop/iz3AKRTPjmKt3ZbibuorAxFORahIBbUvbNNgECIiAkCepe3AicBNwCNRnNhB+uipg/Q5IlV0K9BhrZ0HfA0421r7MWvtac655cD1wAPW2p9TjJB7HfBtYFK57CbglDffPe0vxns/EPsVkQF08p3nXNSX9itfbR87fmrTmr7s47qjruhTBhERGXqiODmcokveV4HL8ywdsC+Kxphm770GyhOpIN0JFamg1a0rGkJnEBGRoSfP0nuBmcDxwC1RnDRtoklfTBrAfYvIEKYiVKSCujo6NSiZiIisV56lfwAOBpYCv4ziZPcB+ihdEBWpKBWhIhWkeUJFRGRj8iztyLP0NIpuuQ9EcfKRAfgYzRMqUlEqQkUqSPOEiohILfIsvRY4GrgqipOvRHEyuh93r3lCRSpKAxOJDEN9HZho6fOLmybvvHV7X/ahgYlERKojipOtge8B3cDH8ixd8uZtZt11/sKunu5tBuLz60aNWTTnA5dOG4h9i8jg03NhIhVU11g/IMNti4jIyJRn6eIoTo4ALgEejeLkuDxLH++9TVdP9zbXHXXFgHz+yXeeMyDFrYiEoe64IhW0YrHmCRURkc2TZ2l3nqXnAecBd0dx8onAkURkmFIRKlJBzdu3rAidQUREhqc8S28BDgE+H8XJNVGcjA2dSUSGFxWhIhW0clFbY+gMIiIyfOVZ+jTFfKLTgfuiOIkCRxKRYURFqEgFdXd29+fohiIiUkF5lrYBxwK3A4++9qfOwIlEZLjQwEQiFaR5QkVEpD/kWdoDXBLFyWO/+WnbXbOn3sWpf30kxpg3bDf7qZt4cvHTTKyfwKUHnwvAS8tzvvPrH9C1tpvRZhSfeMex7DzpLQGOQkQGm+6EilSQ5gkVEZH+lGfp3Xt/ZDI/uO8hzrzyGlZ1rHnD+oO324dz9z31DctufOZHHLvL+7nkoM9x3FuP5MZn7hjMyCISkIpQkQpqaB63ZtNbiYiI1K6xaTS3XfoF6uvG8OHzLuaFPy18fd3uk3dmQt0bB2Y3wOru4nS0qruDrcbq+qhIVagIFamg0XWje0JnEBGRkadxbD1f++ypJB+0HHP+l/jJo09scNuT/yrmxmfu4LP3fokbf3s7H939g4OYVERCMt770BlEZDOdfOc5F/Wl/StPvtQy/V0zWvuyj+uOuqJPGUREZHiJ4mTIfmnMs9RseisRGSp0J1SkgibNmNIeOoOIiIiIVJOKUJEKas9fGx86g4iIiIhUk4pQkQryPT3qtiQiIiIiQagIFamgSTtMVXdcEREREQlCRahIBS19YfHE0BlEREREpJrGhA4gIoOvcfKEjtAZRERk5Dh0r3fyxVNPZtSoUdz4k/v57x/c8Yb1R8x8N+eedCy+x9Pd08O/Xns9j/72d4ytq+MHl/wzY+vqGD16FD+a9yhX3ngrAOd+7DiO2G8vfI9nSdtyzv7Pb7Fo6bIQhyci/UxFqIiIiIhssVGjDF8+PeFv//XfeaV1KXdecTH3PPI4C17+0+vb/Pyp33DPI48D8LYZ2/ON887kkDPPZ01XFyd+4VJWdaxhzOjR3Hrphfzssad4/HfPc82tP+LyG34AwClHv5+zP3oM518zN8Qhikg/U3dckQpavXRFQ+gMIiIyMuy16878fuFi/rDoVbq615I9+DBHznz3G7ZZ1bHm9dfjGsbSe5r6devGjB5N3ejReIqVK1b/udPOuLFj0dz2IiOH7oSKVNDknbZeHjqDiIiMDNNatuJPS1pff/9K61L2euvOf7HdB/bfm89//ARamifyd1/66uvLR40y3HXlF9lh+jbMvfOnPPG7F15f908nH8/xh72H5StXc8KFXxnYAxGRQaM7oSIVtOz3rzaFziAiIiPD+ub8Wt9Ny7sefoxDzjyfv7/kKs496bjXl/f0eI44+wvs8/dnsddbd2K3t0Svr7vsuu+z79+fza33z2PWh943AOlFJAQVoSIVZEaNUp8mERHpF6+0vsa2U1pefz+9ZTKLlr62we1/+fSzzJi2NVs1TXjD8uUrVzHvV89w6Lv3+Is2tz7wC446YN/+Cy0iQakIFamgpmirlaEziIjIyPDkghfYcfo2bL/1FOrGjCY+aH/ueeSJN2yzw7StX3/9jp1mUDdmNK+1r2DyxCYmjh8HQEN9HQft+Xae/+MrAOw4fZvX2xwx8908n/8JERkZ9EyoSAUte2lJU+NW41s3vaWIiMjGre3p4cLZKTdcdB6jRhlucg/wu5dzPv6BwwD4n7t+xlEH7svxh72H7u61dHR28anLrwZgm60m8R9nncaoUYZRZhS3P/RLfjr/SQA+n5zIztF0enwP+eJWjYwrMoIYjTQmMvycfOc5F/Wl/fI/Lh03cbvJq/qyj+uOuqJPGUREZHiJ4mTIfmnMs3R9j6aKyBCl7rgiFbS2a63+7YuIiIhIEPoiKlJBHW2rxobOICIiIiLVpCJUpIJadp3WFjqDiIiIiFSTilCRCmpdsLA5dAYRERERqaYhMTqutXYUcDWwJ7AG+KRz7rmwqURGrjH1Y9aGziAiIiIi1TQkilDgGKDBOXeAtXZ/4EogDpxJZMQav03z6tAZRERkeOk9Am1fR2kHWNW6Yuy4lglr+rIPjdQuMjwNle647wXuAnDOPQzsEzaOyMjW9nLrhNAZRESk2nQuEqmuoXIndCLQe6CUtdbaMc657nUL5syZcxpwWvl29qxZs2YPZkCRoaSvV37nLJpz2qyj9G9IRES2TH/cgdS5SKS6hkoRuhxo6vV+VO8CFKAsOvUflUj/OA39exIRkbB0LhKpqKHSHfch4CiA8pnQX4WNIyIiIiIiIgNhqNwJvRV4v7V2HmCAWYHziIiIiIiIyAAYEkWoc64HOCN0DpEKUfcnEREJTecikYoy3vvQGURERERERKQihsozoSIiIiIiIlIBKkJFRERERERk0AyJZ0JFhgtrbQNwMrAdsNA5940a2nwC2N05d/7Aptvg538AeItzbkg/e2OtPRQ4wzn3NxtYPwq4GtgTWAN80jn33OAlFBEJT+ehgbOp81Cv7fYDLnPOHToYuURGIhWhIptnGvBJ4K7QQWrlnBs2WTfhGKDBOXdAOZXTlUAcOJOIyGDTeSgga+15wMeBlaGziAxnKkJFNs8FwF8BM4G7rbUnAC3AF5xzt1trPwMcC9QBbeXr11lrvwLsAzQBv3XOzbLWvoeioOoCXgNOAqYDc8tl3UDinMvL9gdTdKX/qnPuFmvtfcD/Ae8AVgAPAkcCk4AjKAq13Z1z56/v8zd0oNbap4D7gT0AD8TOuTZr7ZXAe8vNbnDOXWWtnVv+PbQAl1OMdr0G2B74BnA4xR3Mq5xz11hrjwfOpJiSCeD4Tf3Fl595F4Bz7mFr7T41tBERGWl0Hgp3HgJ4vvw7/Z8atxeR9dAzoSKb58vA08AXgdw5Z4GzgE+V3UVbgPc55w6i+AKw77qG1tqJwGvOufcDBwL7W2sjijt8PwQOAb4DbAW8H3gMeF/5mVtZaz8I7Oicew9wGHCBtXZSuftHyixjgVXlZzxd7nNTn78hE4EbnXOHADnwQWvt0cCOwP4UXwA+Zq19Z7n9vc65Aym+wGwHHAd8CriQ4qrxB4HTy23fCnyo7Mr0LMWXlU2ZSPGFap211lpdSBORqtF5KNx5COfcDygKcxHpAxWhIlvusfLPhcC4cr7bTuBGa+23KU6Adb22Xw1sba29EfgmMKFcfwmwNeAorsR2Ad8GllDc+fsMxVXodwJ7l1ec7yrbzij3/Xj55zKKkz4UJ+GGGj5/Y54o/3y53NfbgAedc9451wU8THFFHoqT+Dq/LtcvA553znW+Kc9i4LvW2jkUV7g3lQNgOcWV83VGOee6a2gnIjJS6Tw0uOchEeknKkJFNk8Pf/5384ZJdq21ewDHOOc+CvxDuZ3ptckHge2dc38L/DPQWK4/CZjrnDsM+A1wGkXXpQfLq8q3AP8EPAP8rLxqezhwM/DC+rJswIY+f2PevN/fUnaBstbWUVzJXlCu69lIu9dZa5uBi4G/oXiuaXUNOQAeAo4q97E/8Ksa2oiIjDQ6D4U7D4lIP1ERKrJ5FgP1FCfON3sOWGmtnQ/8BHgF2LbX+keAnay1DwPfpzhxbws8SnE19n6Kk3oKzAe+bK19kOK5lq8DtwMrymWPAd45174Z2Tf0+TVzzt0BvGit/QXF1efvO+ce30SzN1tOUVA+TvHc0Ooac9wKdFhr5wFfA87ezM8VERkJdB4Kdx4SkX5ivK/lwpWIiIiIiIhI32lQD5EKs9bOBP59Patucs5dM9h5AKy1V/Pn53t6+6BzbvVg5xERkYGj85BINelOqIiIiIiIiAwaPRMqIiIiIiIig0ZFqIiIiIiIiAwaFaEiIjJkGGMmGWM+3ev9ocaYOzZzH3ONMcf3f7rNZ4z5a2PM+Zux/buMMUcNZCYREZHQVISKiMhQMgn49Ca3Gia89//rvb90M5q8i3I+XBERkZFKRaiIiAwllwI7G2OeNMZcXi6bYIz5vjHmGWPM9cYYA2CM+RdjzKPGmF8bY2avW97bhrYxxnzWGPO0MeYpY8z3ymWHlJ/7pDHmCWNMU7n83HIfTxljLi6X7VDmubbc9/XGmPcZYx4yxiwwxswst/uEMea/ytcfNsb8stz3T40x27wpaz3wReCjZYaPlvuaWq4fZYx5zhgzpbzb+w1jzIPGmN8ZY44utxltjLm8V97T+/sXJCIi0lcqQkVEZCg5H3jee/8u7/255bK9gLMopkzYCXhPufy/vPf7eu/fATQCR69nfxva5nxgL+/9HsAZ5bJzgDO99+8CDgJWG2OOAHYFZlLcpdzbGHNwuf0uwFXAHsDuwMeA95b7+ef1ZPk5sL/3fi/ge8B5vVd67zuBfwFuKo//JuA64KRyk/cB/+e9X1K+3wE4BPgQ8A1jTAPw90Cb935fYF/gVGPMjuvJIiIiEoyKUBERGeoe8d7/0XvfAzxJUXwBHFbeWfwVcDjw9vW03dA2TwHXG2NOBrrLZQ8BXzXGfBaY5L3vBo4of54AHqcoNnctt3/Re/+rMtdvAOeLec9+1Stjb9sBd5dZzt1A3jf7DpCUr08B5vRad7P3vsd7vwB4ocx2BJAYY54Efgm09MorIiIyJKgIFRGRoW5Nr9drgTHlXb+rgeO99+8EvgU09G60iW0+BPw3sDfwmDFmTPns5icp7pg+bIzZHTDAV8o7k+/y3u/ivf/2enL19HrfA4xZz3F8neLO7DuB09+cd3289y8Di4wxhwP7AT/uvfrNm5d5/6FX3h299/ds6nNEREQGk4pQEREZStqBphq2W1fALTHGTADWNxruercxxowCtvfe/4yiS+wkiudOdy7vbF4GzKe4s3g3cErZHmNMZIzZeguPrRnIy9d/t4Ft1nf811J0y73Ze7+21/ITyudEd6bopvxsmfdTxpi6Mu9bjTHjtzCviIjIgFjflVoREZEgvPet5eA+v6a46/ejDWy3zBjzLYqur78HHt2MbUYD1xljminuHH6t3PZLxpjDKO62Pg382Hu/xhjzNuAX5ZhGK4CTy20210XALcaYHHgYWN+zmj8Dzi+7036lfC70fym64c5507bPAvcD2wBneO87jDHXUnQFfrwchOlV4JgtyCoiIjJgTPH4ioiIiAxFxph9KArlg3otmwvc4b3/frBgIiIiW0h3QkVERIYoY8z5wKf48wi5IiIiw57uhIqIiIiIiMig0cBEIiIiIiIiMmhUhIqIiIiIiMigUREqIiIiIiIig0ZFqIiIiIiIiAwaFaEiIiIiIiIyaFSEioiIiIiIyKD5/07JcnW0HHRaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes,summary_df = info_plots.target_plot(df = df,feature = 'thalassemia_normal',feature_name = 'thalassemia type',target = ['target'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "特征：年龄\n",
    "\n",
    "统计年龄的分布，以及年龄特征对患心脏病的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes,summary_df = info_plots.target_plot(df = df,feature = 'age',feature_name = 'age',target = ['target'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "特征：最大心率\n",
    "\n",
    "统计最大心率的分布，以及最大心率对患心脏病的影响。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes,summary_df = info_plots.target_plot(df = df,feature = 'maximum_heart_rate',feature_name = 'maximum_rate',target = ['target'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上图可得最大心率越大，患心脏病的风险越高。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分析两两特征之间的相互影响"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "特征：心脏周围大血管的数量，最大心率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes,summary_df = info_plots.target_plot_interact(df = df,features = ['number_major_vessels','maximum_heart_rate'],\n",
    "                                                      feature_names = ['num_vessels','max_heart_rate'],target = ['target'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上图可以看出，心脏周围大血管数量越少，心率越高，患心脏病的概率越高。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "特征：年龄，最大心率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes,summary_df = info_plots.target_plot_interact(df = df,features = ['age','maximum_heart_rate'],\n",
    "                                                      feature_names = ['age','max_heart_rate'],target = ['target'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上图可以看出，越年轻，心率越高，患有心脏病的概率越高。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
